{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font',family='Times New Roman', weight = 'regular', size = 12)\n",
    "f = open('../Data/2dline_data.txt','r')\n",
    "contents = f.readlines()\n",
    "X =[]\n",
    "old = []\n",
    "new = []\n",
    "\n",
    "\n",
    "num_vertices = len(contents)\n",
    "# print(num_vertices)\n",
    "# Convert all the vertex lines to a list of lists\n",
    "vertex_list = [list(map(float, contents[i].strip().split('\\t'))) for i in list(range(0, num_vertices))]\n",
    "data = np.array(vertex_list)\n",
    "#print(data)\n",
    "\n",
    "import matplotlib\n",
    "matplotlib.rcParams['xtick.direction'] = 'in'\n",
    "matplotlib.rcParams['ytick.direction'] = 'in'\n",
    " #取消图例的外边框\n",
    "\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "\n",
    "\n",
    "\n",
    "plt.xlabel('t/min')\n",
    "plt.ylabel('P/MW')\n",
    "\n",
    "#边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "yticks = range(0,9001,1000)\n",
    "ax.set_yticks(yticks)\n",
    "xticks = range(0,501,100)\n",
    "ax.set_xticks(xticks)\n",
    "\n",
    "# # 设置xtick和ytick的方向：in、out、inout\n",
    "\n",
    "\n",
    "\n",
    "\"\"\"set min and max value for axes\"\"\"\n",
    "ax.set_ylim([0,9000])\n",
    "ax.set_xlim([0,500])\n",
    "\n",
    "x = data[:,0]\n",
    "old = data[:,1]\n",
    "new = data [:,2]\n",
    "#label=\"Old stratedy\"\n",
    "#label=\"New strategy\"\n",
    "line1 = plt.plot(x,old, label=\"Old strategy\")\n",
    "line2 = plt.plot(x,new, label=\"New strategy\")\n",
    "\n",
    "#plt.legend([line1, line2], ['Old stratedy', 'New strategy'], loc='upper left',frameon=False)\n",
    "\n",
    "\n",
    "\"\"\"open the grid\"\"\"\n",
    "plt.grid(False)\n",
    "#图例的位置，不显示边框\n",
    "plt.legend(loc='upper left',frameon=False)\n",
    "#plt.legend(bbox_to_anchor=(1.0, 1), loc=1, borderaxespad=0.)\n",
    " \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二维散点，三维散点，标签\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw_Point_Cloud(Points, Lables=None, axis = True, **kags):\n",
    "    #%matplotlib inline\n",
    "    from mpl_toolkits.mplot3d import Axes3D\n",
    "    x_axis = Points[:,0]\n",
    "    y_axis = Points[:,1]\n",
    "    z_axis = Points[:,2]\n",
    "    fig = plt.figure() \n",
    "    ax = Axes3D(fig) \n",
    "\n",
    "    ax.scatter(x_axis, y_axis, z_axis, c = Lables)\n",
    "    # 设置坐标轴显示以及旋转角度\n",
    "    ax.set_xlabel('x') \n",
    "    ax.set_ylabel('y')\n",
    "    ax.set_zlabel('z')\n",
    "    ax.view_init(elev=10,azim=235)\n",
    "    if not axis:\n",
    "        #关闭显示坐标轴\n",
    "        plt.axis('off')\n",
    "    \n",
    "    plt.show()\n",
    "\n",
    "    \n",
    "import h5py\n",
    "    \n",
    "with h5py.File('../Data/3d_scatter_data.h5', 'r') as f:\n",
    "    x, y = f['data'][()], f['label'][()]\n",
    "    \n",
    "color_dict = {0:'r', 1:'b', 2:'g'}\n",
    "color_list = np.array([color_dict[x] for x in y])  \n",
    "draw_Point_Cloud(x, color_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw_Points(Points, Lables, axis = True, **kags):\n",
    "    #%matplotlib inline\n",
    "    \n",
    "    x_axis = Points[:,0]\n",
    "    y_axis = Points[:,1]\n",
    "    fig = plt.figure() \n",
    "   # ax = Axes3D(fig) \n",
    "\n",
    "    plt.scatter(x_axis, y_axis, c = Lables)\n",
    "    # 设置坐标轴显示以及旋转角度\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "\n",
    "    if not axis:\n",
    "        #关闭显示坐标轴\n",
    "        plt.axis('off')\n",
    "    \n",
    "    plt.show()\n",
    "    \n",
    "#用dict 指定每一类的颜色\n",
    "color_dict = {0:'r', 1:'b', 2:'g'}\n",
    "color_list = np.array([color_dict[x] for x in y])  \n",
    "\n",
    "draw_Points(x, np.squeeze(color_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 曲线插值 待完成，不完整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv('../Data/data923.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = data.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(0, 8, 1) #左闭右闭每0.09间隔生成一个数\n",
    "y = np.arange(0, 0.8, 0.1) \n",
    "from scipy import interpolate\n",
    "f = interpolate.interp2d(x, y, c, kind='cubic')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "xnew = np.arange(0, 32, 1)#(31,)\n",
    "ynew = np.arange(0, 3.2, 0.1)#(31,)\n",
    "znew = f(xnew, ynew)#(31,31)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZQAAALECAYAAACferVIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3UtwIwl+3/lf4knwXVUkqwjM9KNqqrp62D01Pd1dPR6tHSGHFeFxKKzDHnXwRScd7JNDETpKOuumi3T3wTpKCsfuyI7wascKz4ykkBQbao2sebQLCZIA+AIJJJCJzD1QmQ2SAAmAAPL1/URUNKvBAhKvfPzyn/+/4XmeAAAAAAAAAAC4SybsBQAAAAAAAAAAxAOBMgAAAAAAAABgLATKAAAAAAAAAICxECgDAAAAAAAAAMZCoAwAAAAAAAAAGAuBMgAAAAAAAABgLLk7bvcWshQAAAAAAAAAgKgwRt1AhTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGQqAMAAAAAAAAABgLgTIAAAAAAAAAYCwEygAAAAAAAACAsRAoAwAAAAAAAADGkgt7AQAAAOLE8zz1+315nqdMJqNM5vL8vGEYIS8ZAAAAAMwfgTIAAMAdPM+T67rq9/vq9/uybVuu6wa3+cFyJpNRNptVJpORYRgEzgAAAAASx/A877bbb70RAAAgqTzPC6qR/Ypk6TIYdhxHruvKMIzg/1//73WDYXM2mw0CZ8Mwgj8AAAAAEBEjD1CoUAYAABgwWIk8GCL7lcbX+UHwbYGwH047jkPgDAAAACDWCJQBAEDqDVYi+60sbguRJ3VXIHw9cPY878bvD7bUIHAGAAAAEBYCZQAAkEp+X2S/fYWk0MLZcQJnSer3+0HoPCpwHtbHmcAZAAAAwKwQKAMAgNS4PlxPCi9EnsRdbTVGBc5ffPGFHj9+rGKxeCVwHtVWAwAAAADuQqAMAAAS7bbhetOGqJlMJqhqjoJRgXO73ZbneUHrjnErnAmcAQAAAIxCoAwAABJp0uF6kxg1WC9qDMO4Eh5PWuE8yA+WbxscCAAAACD5CJQBAEBijBquN4/Ac1joGkXjhN/jBs5+SO//v8Hf98NlP3D2/wyGzgAAAADij0AZAADEWpSG60XNrJ7/NIHzsPsgcAYAAADij0AZAADEzmBfZMdxJBEiD5PJZBbSnmOWgfP10JnAGQAAAIgWAmUAABAL8xiulwZR6Pc8aeBs2/bQ+7gtcL7t/gEAAADMDoEyAACItHkO15tWXIJLfyhf1E0SOLuueyNw9jzvShsNP3AeDKFvu38AAAAA4yNQBgAAkTNYiXx0dKSTkxO9++67VCNPKC6B8l3uGzj7BsPmbDZ7pZ0Gny0AAABgPATKAAAgEkYN1/M8T91ul7BvCkkJlO9yV+AsfdkyxXGcka8JgTMAAABwNwJlAAAQmmHD9aSrfZGz2WwQMGMyaQmUx3FXIHw9cPY878bvD7bUIHAGAABAWhEoAwCAhZp0uB6h6PR47cY3TuAsKTj5cVvg3O/3VSwWh4bOAAAAQNwRKAMAgIXwqz8nHa6XyWSoUJ4SgfLsjNvHud/v62/+5m/0/PlzLS0tXfmdwcGBo9pqAAAAAFFHoAwAAOZmsBJ5sC/yJOFZFAPluAR/BMqLMxg4G4ahXC6nbDYb3D5JhTOBMwAAAKKMQBkAAMyUP1zPD5KlyUPkQVEMlOOCQDk6Jqlwvi1wNgzj1sGBAAAAwLwRKAMAgHsbZ7jetAiUp0egHB/jBs7+yRr//w3+vh8u+4Hz4B8CZwAAAMwKgTIAAJjKpMP1pkWgPD0C5eSYJnAedh/DAufBKmcAAADgLgTKAABgItMO15sWgfL0CJTTY5aB8/XQmcAZAAAAgwiUAQDAnWYxXG9aUQ2U4xCuESjDN2ngbNv20Pu4LXC+7f4BAACQHATKAABgqFkP15sWAdX0DMOIZBiP6JkkcHZd90bg7HnelTYafuA8GELfdv8AAACIDwJlAAAQmOdwPSweFcqYlfsGzr7BsDmbzV5pp8F6BgAAIB4IlAEASLlFDddLkri8LgTKWJS7Amfpy3WN4zgjP5cEzgAAANFHoAwAQEoNViIvYrgeFo9AGVFyVyB8PXD2PO/G7w+21CBwBgAACAeBMgAAKRLmcD0sHoEy4mScwFnSlRNh13+/3W6rVCqpWCze6OPMeg4AAGA2CJQBAEi4qAzXw+IRKIeD79V8jNPHuVqt6smTJ8Fnf1SF82ClM4EzAADAZAiUAQBIIPoiQyJQRrr46zY/KL5unApnAmcAAIC7ESgDAJAQt4XISeiLPCz8we0IlJE2t60nxqlwlu4OnA3DuHVwIAAAQNIRKAMAEHOj+iInIUT2ZTIZAuUpECgjbe6znhg3cPZbCA17PH/d6wfOg38InAEAQFIQKAMAEEN+X+RWq6WLiws9fPgw0X2RDcOQ67qJCskXhUAZaTLPE0/TBM7D7mNY4DxY5QwAABB1BMoAAMTEsOF67XZb9XpdW1tbIS/dfGUymaD6GuMjnAoPQX44wrySYZaB8/XQmcAZAABECYEyAAARdtdwvWw2m4qglUB5On6rECAtotwaZ9LA2bbtofdB4AwAAMJGoAwAQAQNViLfNlwvm82OrHRLEgLl6REoI03i/HmfJHB2XfdG4Ox53pU2Gn7gPBhC33b/AAAA4yJQBgAgIqYZrpeWoDUtz3PWGMqHNEpqYHrfwNnnh83XA+ck9+EHAACzRaAMAECI/L7IjuNcCZHHPainQjk8cQhdCJSRNlFueTFvdwXO0pdtlBzHuTNw9v9L4AwAAK4jUAYAYMGGDdeb9kA9ikHrPKTlec4agTLSJs2B8jju2s4MBs7+z9d/f7ClBoEzAADpRKAMAMAC3DVcb1pUKIcnDsEVgTLSJg7fyygbJ3CWpH6/H4TOg7/f7XbV6/X04MGDoX2cCZwBAEgGAmUAAOZo3OF604pi0DoPUX2eUQ+vCJSRNlH/TsbdXW012u22Tk5OtL6+PjRwlnRlcOCothoAACDaCJQBAJixaYbrTSstB96ZTCZSwagfekRpmYaJwzICs0SgHC7P84Kq5FG3S6MrnCUCZwAA4oBAGQCAGbjvcD3czjCMSFYoRx2BMtKGQDlcruve+vrfVeE8LHC+/vt+sHzb4EAAADBfBMoAAExplsP1cLuotryIOgJlpA2f93C5rqtsNjv1vx83cPa3vf7/G/x9P1z2A+fBP2yfAQCYDQJlAAAmMK/hergdgfJ0CJSRRqyLw3NXhfJ9TRM4D7uPYYHzYJUzAAC4HYEyAABjmPdwPdyOQHk6BMpIIwLB8HieF+p2cZaB8/XQmcAZAIAvESgDADDCqOF6UaxGTnrf0EwmM/Lgf9F6vZ729/dVq9WUzWa1tLSkUqmkpaWl4OdcLhq7WATKABbJdd3IrP+GmTRwtm176H0QOAMA0i66W3sAAEIQx+F62WxW/X4/0gfx95XJZIYe2C+K67qq1+syTVOWZWl3d1d7e3vq9/uyLEuWZen8/Fz1el2WZclxHBmGcSVkHvz5Pj1GJ0GgDGCRXNeN9ZU7kwTOruve2C75FdrXA+fBEPq2+wcAIC6Se+QJAMCYBvsiO44T/P8oh8iD0tAOIozn6HmeTk9PZZqmjo6OtL29ra997WtaW1uTJNm2Ldd1VSqVhv5713XV7XbV6XRkWZbOzs50cHAgy7LU7/eVyWSGBs5LS0szC5wJlAEsUtwD5bvcN3D2+WHz9cA56iewAQDwESgDAFIpScP1/ArlJFtkoNzpdGSapg4ODrSysqJKpaL3339/4s9FJpNRqVS6NXC2LCsInE9OToKf/VDmemWz//O4gQ2BMoBFmvdQvqi7K3CWvtz/cBznzsDZ/y+BMwAgagiUAQCpksThemmoUDYMY67P0XEc7e/vyzRNGYah3d1dvX79eq5tRDKZjJaXl7W8vDz0dr+dhh8yHx0dqdPpqNvtynVdZbPZoYFzsVjksuoIIMhHGoU9lC8O7gqEBwNn/+frvz/YUoPAGQAQBgJlAEDixWm43jTSUqE864DO8zw1Gg2ZpqmLiws9fvxYH3744ciK4kXLZrNaWVnRysrK0Nsdxwn6N3c6HTUajSBw9jxPuVxOpVJJ3W5XtVrtSuCchM99lPH6Iq2S3vJiEcYJnCUFbbqGBc5nZ2fa3NxULpcb2VYDAID7IFAGACRSHIfrTSsNFcqzfI6tVkvValWNRkMPHz7UO++8o/X19dh9LnK5nFZXV7W6ujr0dtu2ZVmWjo+PZdu2Wq2WOp2Oer2ePM9TPp8fWuFcKBRi91oAiAYC5fkbp4/zT37yE3344YdyXffWCufBSmcCZwDAJAiUAQCJMdgX2TRNLS0tBUFhkg+O0lKhfJ9A2a/SrdVqWlpaUrlc1osXL+4VfET9M5XP54M/b7311pXbPM8LAme/wvn09FSWZQWBc6FQCELmweA5n89H/rkDCAeBcvj8FlGj1tXjVDgTOAMA7kKgDACItVHD9S4uLiRJm5ubYS7eQlChPFy/39fh4aFM05TjONrd3dXHH3+sQqEwp6WMD8MwVCgUVCgUtL6+fuN2z/PU6/WCsLndbgc9nG3bDv79sArnfD4fwjMCEAVpH8oXFcNCYt84Fc7S1cD5+u/7wfJtgwMBAMlGoAwAiCV/YM2o4Xq5XE6O44S5iAtDhfKXPM/T8fGxTNPU6empdnZ29PLly5F9iDGcYRgqFosqFova2Ni4cbsfOPsDAy8uLtRsNtXpdOQ4TvDvhwXO8xx0CCBc/sBQxNe4gbM/5Nj/f4O/7++P+YHz4B8CZwBIBvboAQCxMclwvTSErD4qlC8r0k3T1OHhodbX11WpVLS3tzf3g9bbqsCSbDBwHsZ1XXW73aClRqvVUr1eV6fTUb/fl2EYN1pp+D8TRgHxRYVyNMzzPZgmcB52H8MC58EqZwBAtBEoAwAizR+u5wfJ0njD9bLZrHq93qIWM1RpCM+HBcq9Xk/7+/uq1WrKZrMql8v69re/TSAZAZlMRqVSSaVSaejtrusGYbNlWTo9PdXBwYEsy1K/31cmkxkZONOfFYguz/P4jqbcLAPn66EzgTMARAeBMgAgcgb7Ig+2rZjkMsk0hKy+TCaT+OdqGEZwcqHRaKharcqyLD158kSvXr3S0tJS2IuICWQyGS0vL2t5eXno7f1+/0rgfHx8rFqtJsuygkvqrwfNpVJJxWKRMAsIEUP5wucHtlE1aeBs2/bQ+yBwBoBwESgDACJh1HC9aXvtpSlQTno1tud5Oj8/1/n5uf7H//gf2tra0rNnz4YOk1skDljnJ5vNamVlZWTv636/H/RvtixLzWZTlmWp2+3KdV3lcrmRgTPvW3JFPUhLg7S2AYqSfr8f6yt1JgmcXde9ETj7VfLXA+fBEPq2+wcAjIdAGQAQqsFK5GHD9aaVy+VSEygntYdyp9NRrVbT/v6+lpeXlc1m9Z3vfIfqNyibzWp1dVWrq6tDb3ccR5ZlBaFzvV4PAmfP85TP54cGzoVCgZAhxggzo4H3IFxxD5Tvct/A2eeHzdcD53HaqgEACJQBACGYZLjetNJWoZyU5+o4jg4ODmSapjzPU7lc1uvXr5XNZvXnf/7nhMkYSy6XGxk4e553I3A+PT2VZVnq9XryPE+FQmFo4JzP5wkZIowKZUBBH/q0uitwlr68Ks5xnDsDZ/+/BM4AcBWBMgBgIaYdrjetJIWsd4l7hbLneWo2mzJNU+fn53r8+LH29vZG9tcF7sMwDOXzeeXzea2trd243fM82bZ9JXA+OTlRp9MJWssUi8WhgXMulyNkCBmvP9LO7zOP0e7a9xwMnP2fr//+YEsNAmcAaUSgDACYm1n3RZ5ENpu9MtAvyeIanrdaLZmmqXq9rgcPHuitt97SxsYGB2FzQCuA8RmGoUKhoEKhMLRPt+d56vV6QeDcbreDHs62bcswDHW7Xf30pz/V6urqjcAZ88PnHEh+y4tFGCdwlnSlZduowNm2bS0vLw9tqwEAccZeLQBgpm4LkRd5CWZcQ9ZpxKlCudvtqlarqVarqVgsqlwu6/nz56m+PBfxYhiGisWiisWiNjY2btzueZ7++q//Wo8ePZLrujo/Pw96ODuOI8MwgurmwQrnpaUlAud7IlAGCJQXYdw+zo7j6C//8i/1rW99a2TgPFjpTOAMIE7YawUAzMSovshhBYVxClnvK+rheb/fV71eV7ValW3b2t3d1ccff6xCoRD2ot1LXA72DMMgaFsgwzCUzWa1vr6uUql043bXddXtdoMK57OzMx0cHMiyrKD36ajAmZDodnzOw0cf6/ClvYdyFAyuh7LZ7I2ThZNUOBM4A4gqAmUAwNQWMVxvWmE//iJFMTz3PE8nJyeqVqs6PT3V9va23nvvvaFD0jBffqCMaMhkMiqVSiqVSnrw4MGN213XlWVZQeB8cnIS/Oy6bvDvhwXOaQ+RCJTDxesfDVQoR4fjOEOvPBm3wnkwcL7++36wfNvgQACYJwJlAMBEFj1cD3eLUoVyu92WaZo6ODjQ+vq6yuWy9vb2+GyEiEA5XjKZjJaXl0cOpez3+1cC56Ojo+Dv/jCu68MCl5aWVCwWEx84E2iGy3VdXv8IYChfdIwKlO8ybuDs74/7/2/w9/1w2Q+cB/+wzw5gFgiUAQB3CnO4Hu4WdoWybdva39+XaZrKZrMql8v67LPP5tIPlsBocgTKyZLNZrWysqKVlZWhtzuOcyVwbjQawd89z1Mul7tR2VwqlVQsFmP/3WL9EC7P8xJ/0iIO+v0+/dgjYl7vxTSB87D7GBY4D1Y5A8Bt2NIAAIaKynC9+0pDwBBGoOy6rhqNhkzTVLvd1u7url69eqWlpaW5PSa9gKdDoJwuuVxOq6urI9vL2LZ9JXButVqyLEvdblee5ymfzw+tcC4UCpH/7rF+CJffkgXh6vf7KhaLYS8GdHmCL4xq8VkGztdDZwJnAD4CZQDAFVEbrncfmUwmFQHDop6f53k6OzuTaZpqNpt69OiRnj59qrW1tYUsgx+cR+mzGIfPFoEyBuXzeeXzea2trd24zfM8OY6jTqcThM6np6eyLEu9Xk+e56lQKAzt4ZzP52PxfcD8RG39nFYM5YuOaVtezNukgbNt20Pvg8AZSLford0AAAvn90V2HCdyw/XuI5vNynEcFQqFsBcl1izLkmma2t/f1/Lyssrlst57772FH7CG3dojrgiUMS7DMILAeX19/cbtnufJtu0gcO50Ojo+Pg4CZ0kqFotDK5xzudzctydpOIEYZQTK0UAP5eiIaqB8l0kCZ9d1bwTOfvub64HzYAh92/0DiIf4rd0AADORhuF6URpWFzeO4+jw8FDValWu66pcLuvTTz9VPp8PbZmiGCjHIcAiUMasGIahQqGgQqGgjY2NG7d7nqderxcEzhcXF2o2m7IsS7ZtyzCMWwPn+4rD9zHJGMoXDf1+n0A5IhzHCXW/aV7uGzj7/LD5euCctOMRIKkIlAEgRdI2XI9AeTKe5+no6EjValWtVkuPHz/W3t6elpeXw140SdELlOPyvSFQDkcaX3M/MB7Vv9V13SuBc6vVUr1el2VZchxHhmHcaKXh/zxOQEagHC6G8kUDgXJ09Pt9lUqlsBdj4e4KnKUvj0kcx7kzcPb/S+AMRAuBMgCkgN/OotlsanNzU1J8+yJPgkB5POfn5zJNU/V6XZubm/rqV7+qzc3NyO2oG4YRqUA5LgiUFy9q352oyGQyQUg8jOu66na7QeB8enqqg4MDWZYV9IUdFjgvLS0pm80SKIeMlhfRQKAcHXFtebEIdwXCg4Gz//P13x9sqUHgDCweazcASKjrw/U8z9Pnn3+u73znO2Ev2sKkKVD2w9ZxD+Z7vZ5qtZpqtZry+bwqlYqePXsW6YNQf8giJkOgjLjIZDIqlUojK/r6/f6VwPnk5CT42d/Oua6rf/zHf7wROBN0zh+BcjQwlC86CJSnN07gLF1+3v3QeVTgPKyPM4EzcH+s3QAgQW4brpfGg4tcLpeaQNlvB3Hb++y6rg4PD2WaprrdrnZ3d/XRRx+NvDw9aqLW8iIuCJSRFNlsVsvLyyPb8BwdHalWq2ljY0OWZeno6EidTkfdbjcYVHa9d/PS0pKKxWIqt5GzRqAcDQzliw4C5fkZt4/z9cD5xz/+sV68eCHpauA8qq0GgNFYuwFAzKVhuN600lSh7D/X6wcunufp5OREpmnq+PhY29vbev78udbW1kJa0ukRKE+HQBlp4Q8N3NraGnq74ziyLCuoam40GkHg7Hmecrncjd7NfuCc9u3pOBjKFw0E+9HhOA7hfkiGBc6e5+n8/DxokSSNX+FM4AzcRKAMADGUtuF608pms3IcJ+zFWIjrYWu73ZZpmjo4ONDa2poqlYq+/vWvx/rzQaA8HQJlpMVdn/NcLqfV1VWtrq4Ovd227SuBc6vVUqfTUa/Xk+d5yufzQwPnQqEQ63XrrBBkRgefx2gYdqIf4RmsGJ+mwvn67/vB8m2DA4EkY+0GADEyWIk8uGMzyQFcmg740lah3O121Ww2ZZqmDMNQuVzWZ599lpiDGQLl6XBAgzS5z+c9n88rn88PvYLD87wgcPZD59PT0yBwlqRisTh0aGA+n0/F9zBN+xdRxgnE6PA8j+9EhNi2rXw+P9bvjhs4+8dm/v8b/H3/GM0PnAf/EDgjCZJxhAkACXZ9uJ40eYjs83sKp2XnNpvNBgf6SeW6rprNpk5OTnR2dqZKpaJvfOMbWlpaCnvRZo5AeTr+wEYg6YZdsjwrfjuNQqGg9fX1oY/d6/WCsLndbgc9nG3bDv79sB7O4wYcUUd4BiDKJgmU7zJN4DzsPoYFzoNVzkCUESgDQATdNlzvPjsXuVxOjuMk5uD1LkmuUD47O5Npmmo0Gnr06JE2Njb01ltv6eHDh2Ev2twQKE+HlhdIi3kGyncxDEPFYlHFYlEbGxs3bvc8T91uNwicz8/Pgx7OjuME/35Y4ByXq0yoUAYQZbMMlO8yy8D5euhM4IyoiMfeCQCkwGBfZL/v76yH6/mBclokLVC2LEu1Wk37+/taWlpSpVLRixcvlMlk9Pnnnyc+NCRQnl7SPxuAFG6gfBfDMIKAeHNz88btruteCZzPzs50eHioTqcTXFk0GDgPhs5RGfrlum5swu+kItSPDra70bPIQPkukwbOtm0PvQ8CZ4SJLT4AhGjRw/WSFrDexW/xEWf9fl8HBwcyTVP9fl+7u7v65JNPbuwQp+G9JVCeDgcUSIsoB8p3yWQyKpVKKpVKevDgwY3bXdcN+jdblqXT01MdHBzIsqwgcL5e2ez/vKiAkTAzfP1+PzInGNJucAAcoiFO78kkgbPrujcCZ78F0fXAeTBsZn2N+4rHtwkAEmYWw/WmQYVyPHiep6OjI5mmqbOzM+3s7Oj999/XysrKyH+ThrCV1g3T4XVDWsQ5UL5LJpPR8vKylpeXh97e7/evBM7Hx8eq1WqyLEuu6yqbzQ4NnIvF4sz2PVzXTezrHxcEytERp/AyLWzbVqlUCnsxZuI+gXO/39d3v/td/eAHP5j/giLRWMMBwIKMGq63yCm/BMrRdn5+LtM0Va/XtbGxoa985Sva3Nwc6/MRt+c6jUwmM/SSvzDFITwhUEZaJDlQvks2m9XKysrIE4+O41wJnJvNZvCz53nK5XIjA+dxX1OG8oUvTYOXo45wP3qi1PJi3m4LnBuNhtbW1ha9SEggAmUAmKN5DdebVjabTV2gHPXn2+v1tL+/L9M0lc/nVS6X9ezZs4kPQtJQoZyG5zgPBMpIizQHynfJ5XJaXV3V6urq0Nsdx1Gn0wlC5nq9Lsuy1O125Xme8vn8jVYapVJJhUIheM1peRE+vxod4aNCOXps2+Y90WWgvL29HfZiIAH4NgHAjA0brifNry/yJKhQjgbXdVWv12WapizL0u7urj766CMVi8Wp7zObzUauenfWohgoxyHAIlBGWvA5n14ul9Pa2trQqjXP824Ezqenp7IsS71eT57nqVAoBO01er1eEDjn8/nIryOThKrY6CBQjh7HcVJToXybRqOhra2tsBcDCcAaDgBmYNHD9aaVy+XU7XbDXoyFiVIA6XmeTk9PZZqmjo6OtL29ra997Wszu+QsSs91XtLwHOeBQBlpEqVtblIYhqF8Pq98Pq/19fUbt3ueJ9u29Xd/93cqFotBD2c/cDYMQ4VCYWhLjVwux3s2QwTK0UGgHD1UKF9qNBra2dkJezGQAHybAOAewhquN620VShH4SC10+nINE0dHBxoZWVFlUpF77///syXLarV2LMUtUDZP2EU9SplAmWkRdS/i0nlB8a5XE5bW1s32mp4nqderyfLstTpdNRut4MezrZtyzAMFYvFkYEzxkcP5ehwHIdwP4L4flChjNlhCw0AE4rCcL1ppS1QDovjOEFfZEkql8t6/fr1XA+Moxa2zkManuM8ECgjLRgKF65RPZT9wLhYLGpjY+PG7Z7nqdvtBi01zs/Pgx7OjuPIMIwgZL4eOhM4X0WFcnT0+30tLS2FvRglWVV/AAAgAElEQVQYwL7QpaOjI7399tthLwYSgC0wAIzBH67nB8lSfELkQQTK8+N5nhqNhkzT1MXFhR4/fqwPP/xQpVJpIY9PhTJGIVBGWlChHK5pA/3BwHgY13WvBM5nZ2c6ODiQZVlBRe6owDlt4SpD+aKDlhfR4rou24d/QssLzAprOAAYIcrD9aaVhtBxmHmGDK1WS9VqVY1GQw8fPtTbb7+tjY2NhX9G0hC2puE5zoNhGLxuSAUC5XCNqlC+r0wmo1KpNPIEreu6wbDATqejk5OTIHz2l+l6Kw3/56RVtPf7fRUKhbAXAyJQjhoG8n2p0Whoe3s77MVAArCGA4ABcRmuN600VihnMpmZhwzdble1Wk21Wk1LS0sql8t68eJFqAemaThZQDA6HSqUkRYEyuGaV6B8l0wmo+XlZS0vLw+9vd/vXwmcj46O1Ol01O12g4reYYFzsViMXeBMy4voIFCOFtu2CZT/SbPZpEIZM8EaDgB0eRDqOE5shutNK42BcjableM4967Y6ff7Ojw8lGmachxHu7u7+vjjjyNTCZSG6l3/5AAmQ6CMtCBQDldYgfJdstmsVlZWtLKyMvR2x3GuBM6NRiP4u+d5yuVyIwPnqH3eGMoXHYT70UKF8pdOT0/14MGDsBcDCUCgDCC14jxcb1pJfV63uU/lrud5Oj4+lmmaOj091c7Ojl6+fDnyoDRMaahQjmJoHoewNg7LCMwCgXK44vr653I5ra6uanV1dejttm1fCZxbrZYsy1K325Xnecrn81eCZv+/hUJh4a8HPZSjgwrlaLFtm/dDXw4m5MQTZoFvFIBUGRyu99Of/lRvvfVW4kPktJsmaL24uJBpmjo8PNT6+roqlYr29vYi/RmJYtg6a2l4jvNAoBwOXnOkUZS3k9PK5/PK5/NaW1u7cZvneTcC59PTU1mWpV6vJ8/zVCgUhlY45/P5mb9eVMVGB+9FtNDy4tLglbjAfREoA0i8UcP1TNPUO++8E96CYSHGDZR7vZ729/dVq9WUzWZVLpf17W9/OzYHA1QoYxQC5cXjQC0cca2QRXwZhqFCoaBCoaD19fUbt/uBsz8ksNPp6Pj4WJ1OR7ZtB/9+WOCcy+Um/jwTYkYL66PosG07Mm3qwnRycqKNjY2wFwMJQaAMIJHGGa7nD/hK4yU/aTrovi1odV1XjUZD1WpVlmXpyZMnevXqlZaWlha8lPeXhtCQQHk6afhsAFK6tm2Ih8HAeViI43meer1eEDhfXFyo2WzKsqwgcC4WiyMD5+sIlIHhbNseObgzTRqNhra3t8NeDCQEgTKARBmsRL5ruF4+n5dt2yoWi4tezFD5g/nSctnX9UDZ8zydnZ2pWq3q6OhIW1tbevbs2dDKojhJQ4hCMDodXjekBYEy4sYPjEfti7quq263G7TUaLVaqtfrsixLjuPIMIwrQbNfBZ3L5QiWQ8Q2N3rSdOxzm3q9rq2trbAXAwlBoAwg9qYdrucHq2kLlP2ANS07Vf7z7XQ6qtVq2t/f18rKisrlsl6+fJnKCvW4IiiaDoEy0oJAGUmTyWRUKpVUKpWG3u66bhA2+1XNb968UbfbVb/fVyaTuVHZXCqVVCwWCZznKK1XQEYZPZQvNZtNKpQxMwTKAGJpcLieX3066XC9fD5/padyWvhBeho4jqPz83OZpqlisahyuaxPP/2UHUrMTBzCKwJlpAWBcrhYzyxeJpPR8vJycCn/mzdv9MEHHwS39/t9dbvdoKXG8fGxarWaLMuS67rKZrM3Amf/D4Ho9BzHGdqSBOEhUL5Ur9cJlDEzrOUAxMY4fZEnkcvlZNv2rBcz8pIeKHuep2azKdM0dX5+rqWlJT158kTPnz8Pe9GQIJ7n6fj4WNVqVa7rXqn8KpVKyufzkQm2CJSRFgTK4eG1j4br70E2m70SOF/X7/eDNhmWZQX9m7vdrlzXVS6XGxo4F4tFAudb0Ms6egj5LzWbTe3t7YW9GEgIvlEAIu22EPm+O7JUKCdLq9WSaZqq1+t68OCB3nrrLW1sbGh/f1+dTifsxVsYDurnq9PpqFqt6uDgQOvr63ry5IkMwwgOyE9PT9XpdNTr9YJhTH7IfNcwpXkhUEaasP4LB9ueeMpms1pZWdHKysrQ2x3HuRI4NxoNdToddbtdeZ6nXC53Y/tWKpVUKBRS/XkgvIymNH8mfbS8wCyxlgMQSaP6Is+yGoIK5fjrdruq1Wqq1WpBS4vnz59f+ZxcH8qXZH5wyA7zbPX7fR0cHKharcrzPFUqFX322WfBd8lxnKFDHT3Pu3KpsT9MqdPpXOlteT1wnnXlF58HpIW/v4DFo2dsNMz65GEul9Pq6qpWV1eHPtb1wPns7Cw4qep5nvL5/NDAOUpX8cwDgXL0cGL9UqPRIFDGzLCWAxAZfl9kx3EmGq43rXw+L8uyZn6/URf3gLXf76ter6tarcq2be3u7urjjz9WoVAY+vtxf76TyGQyHNTPiOd5Ojk5UbVa1enpqXZ2drS3tzfysuFhDMMILg8exr/U2D8Y9y81tiwrOBC/fhA+zYG4YRgEbUiNJIdUUca2J3yLDswMw1A+n1c+n9fa2trQ5bFt+0rgfHJyEgTOklQsFoe21Ih74EygHC2sn77UbDa1s7MT9mIgIVjLAQjVLIbrTYsK5fi4Hu5tb2/rvffeG1oxc12aAmX/uSb9IGaeVdiWZck0Te3v72t1dVWVSkV7e3tzeby7LjW2bTs4CB/WTsM/EL8eOF/v20jLC6QFV2iEh8AmfP6Qvajw2z4VCoWRV/H0er1gG9dut4MTq7ZtX9nODQuco4weytHiOE7kPzOLcnx8rEePHoW9GEiIZB9xAoikWQ/Xm1Ycg9VZyOVy6na7YS/GWNrttkzTDPrVlsvlicO9NAbKSTaPth6u6+rw8FDValWO46hcLuv169djBfPzXGf5lV/3badhGEbwuwxSQpIRKIfHdV1e+5D56/648APjYrGojY2NG7f72zk/cD4/Pw96ODuOc+UqoOuBc9gn1qlQjhbbtnk/9GVLSV4LzAqfJAALMc/hetPK5/NUKEeQbdva39+XaZrKZrMql8tBv9pppCFk9fktL5JsVm09PM/T2dmZqtWqjo+Ptb29rZcvX46sFo6aSdppnJycqNvt6n/9r/8183YaQJQQKIfH87xYhZlJlLSq2MHt3Obm5o3bXde9EjifnZ3p8PDwyonVYrF4o4fz0tLS3F8nx3FGbp+xeLZtU6EsXTn+BmaBQBnAXC1iuN60oh6szksUA1bXddVoNGSaptrttnZ3d/Xq1auZ7Iyn6X2O4ns7a/cNzbvdbtDSolQqqVKp6P3330/czvVgO41SqaROp6MPPvhA0peDlAbbaZycnMiyrKHtNAYPxpMUViB5CJTDQ8uL8EWt5cW8ZTKZYBv14MGDG7e7rntlToG/nbMs68aVPNcD5/t+lqlQjhYC5Uvn5+djtQsExsVaDsDMLXq43rSoUA6X53lqtVqqVqtqNpt69OiRnj59qrW1tZl+TtIQsvrSUKE8TT9g13WDQY69Xk/lclmffPJJag4urr9mg4OUxmmncXZ2poODgysH4dcPwEulEu00EDoC5fAQKIcvaRXK95XJZLS8vDxymO71wbhHR0fB3/1w/nrQPO62znEc3osIIVC+1Gg0tLW1FfZiIEEIlAHMRJjD9aaVhvBtmLAD5cGhZ8vLyyqXy3rvvffmdiCapvc5DeH5JO9nq9XSmzdv1Gw2tbW1pefPnw+dRJ90k4bw47bT8ANnf4jSsHYag4Ez7TQwbwTK4SFQDh+B8mTuGozrOM6VwPn6ti6Xy40MnOlTGy2O46hQKIS9GKEjUMassZYDMLWoDNebVhyWcR7CCJQdxwmGnrmuq3K5rE8//XQh1QJpep/TEJ7f9Rx7vZ5qtZpM09TS0pIqlcpcT1jEwTRV3be57SB8WDuN4+NjdTod2bYdtNMYVuFMEIJZSNM6P0oYyhe+uA3li7pcLqfV1dWRLQIGt3WWZaler8uyLHW7XbXbbXW7XS0vL9/Y3hUKBb4rC2bbdmxmZMxTvV7X9vZ22IuBBCFQBjCxwUrkKAzXw2QWVcXqeZ6Ojo5UrVbVarX0+PFj7e3tjbz0EPeX1kDZdV01m01Vq1V1Oh3t7u7q448/Xkg1ShwOCmcdKN/1WOO20/CHKN3WTsP/mXYaGEfS139RxlC+8KWth3LYcrmc1tbWhl759MMf/lAffPBBMDTQsiydnp4Gswo8z1OhUBjaw5mreWaPlheXms0mgTJmikAZwFiiPFzvPgzDSN1lmplMZq7h0vn5uUzTVL1e1+bmpr761a9qc3OTneMFSFvLi/Pzc1WrVTUaDT18+FBPnz4dGmKm3SID5bsMttMYNkTpejuNRqOhTqejbrcbtNMYFjhzAA4fn4NwpG1fKopoeREtxWJRxWJx5MlV27ZvXM3jB87+vx/WUiOXy7Gem5Bt27Qg0WXLi6dPn4a9GEgQvlUARorLcL378Ns/0Ffrfvw2A7VaTfl8XpVKRc+ePYvUgU0aemtmMpnEB8qStL+/r88//1y5XE6VSkXPnz8nyLhFlALlu4zbTsM/CKedBgalYT0fVQTK4SNQjg/DMFQoFFQoFLSxsXHjds/z1Ov1gm3dxcVF0MN5cHs3KnDGVY7jUKGsy0D5s88+C3sxkCCsbQBcEcfhevdBoDw913V1eHgo0zTV7Xa1u7urjz76SMViMexFu8EP1JL4GR6UzWZl23bYizFznucFLS2azaZ2dnb06tWrkUPjcFWcAuXb3LedRjabvXLQPXgQnvR1Q1qkYT0fVQTK4WMQXHL4gfGoferB7Z1lWTo/Pw96ODuOc+VqoOuBcxpPOjiOw3dDtLzA7PGtAhD74Xr3kc/nExnAjWOaA2/P83RyciLTNHV8fKzt7W09f/58aP+4KEnLiYNsNivLssJejJlpt9uqVqs6PDzU5uam3n77bRWLRT169IgweQJJCZTvMkk7jU6nQzuNBCJQDg+BcvioUI6GRWxvB7d3w7iueyVwHjavYFjgvLS0lNjPENuGywrlnZ2dsBcDCUKgDKSY67rq9Xo6OzsLAsEk9EWehB80po3fa3fcs/Xtdlumaerg4EBra2sql8v6+te/HpudszT0FpaSMZTPcRzt7+/LNE1lMhlVKhU9ffo0OMCp1+uRC0ej/j1IS6B8l7vaadi2fSVwvqudhv9zUg++44hAOTwMhAsf70E0RCHY9wfclkqlobe7rntlXsHJyUnws39y6Hpls/9zmo4Tk+bo6IgKZcwUgTKQMteH6/V6Pf34xz/WJ598ksqDsLRWKPtB+m2Bsm3bOjg4kGmaMgxD5XJZn332WSwvGUtLoBzX5+l5no6Pj1WtVtVqtfT48WN9+OGHQw+EkhCaL1oa1+2TGuxnOaydhl/t5R+Aj2qn4R9093o9WZal5eVlXn+kAhXK4YtCkIl4tFfIZDJaXl7W8vLy0NuvD8g9OjoKrujxT1wMC5yLxWLk1gOu67Id1pdzKKLYmhDxFe01HYCZuG24XqFQCHptpVFaK5RHPW/XdYNete12W0+ePNE3vvGN2LcXiGvQOqm4ha2dTkfValUHBwdaX1/XV77yFW1ubt66Porbc0QyDFZ7jdNOo9vt6uc//7l+8pOfjGyn4Q9PSuv2d154PcPheV7kgqS0IVCOhjgEyne57Yoe6fI5DgbO11tI5XK5kYHzotfRtm0zkG8A20jMUrzXdABGGuyLPBgcXu+LbBhGqsOZfD6vXq8X9mIs3PVA+ezsTKZpqtFo6NGjR3r33Xe1vr6emJ0OAuXo6Pf7Ojg4ULValed5qlQqE1W+R+05JuU7gvu5fvDdarX01ltvaXV1daJ2GoOhM+00ECdUKIfP742LcCUhUL5LLpfT6uqqVldXh97ub/P87V6r1VKn01Gv17txknVwm1coFGa+X0WgfMmyLKqTMXPJXtMBKZPm4XrTyuVyuri4CHsxFi6Xy6ndbuv4+Fj7+/taWlpSpVLRixcvEnkwkpZAOarP0x/mWK1WdXp6qp2dHe3t7Y281PI2UQuUgbtM2k7j9PRUBwcH6nQ6waXFgwfcfvAcRqUXMAqBcvjooRwNjuOk/n3I5/PK5/NDh3YPnmQd3O5ZlhUEzoVC4cYJ1mmH5BIoX6rX69ra2gp7MZAwBMpAAriuOzREHnfH3q9STuOBQD6fT1XLC7869ODgQIeHh3r77bf1ySefJH5HK6pB66xFLWy1LEumaWp/f1+rq6uqVCra29u7VwiWyWRS2fccyTVOOw3/suJOp3Pj0mK/0ut64Ew7DSxSWvcjo4SWF9EwydDrNLrrJKvnecEcgk6no3a7HfRw9q/qGQycB0PnYcczaagYH0ej0WAgH2aObxYQU9eH60lfViJPegDph6qFQmEeixppuVwu8eGU53k6OjqSaZo6OzvTzs6Onjx5opWVFVUqlbAXbyGy2WwqThxEITh3XVeHh4eqVqtyHEflclmvX7+e2c581EJzYN6y2ezIS4uHtdM4OjqSZVm008BCMfgqfATK0UCAeT/+dqtYLGpjY+PG7Z7nXbmq5+LiQs1mU51OJ5gL5G/3lpaW1G63xxpGnnSNRoMKZcxcer9RQAzdNlzvPjvx+Xxetm2nNlBOatB4fn4u0zRVr9e1sbGhSqWiDz74QIZh6M2bN4l93sPkcrnQg9ZFCCtQ9jxPZ2dnqlarOj4+1vb2tl6+fDlymMt9ECgDXxq3nYZf4XxbO43BwJl2GpgUQ/nC53ke39sIcBwn9sOso8wwjKAyeXNz88btg22kLMtSu92W67o6OTlRv98P/v2wCuckn5ChQhnzQKAMRNy4w/Xuwx9MN4/wJ+r8MD0per2e9vf3ZZqm8vm8yuWynj17dmMHKZfLqdvthrSUi5fNZlMxfHHRYWu32w1aWpRKJVUqFb3//vtzPaDNZDJBax8AtxtspzHM9XYa9XpdlmUF7TQKhcLQwJl2GriOlhfApbRXwobt+nbv4uJCDx480KNHjyRdrqv8sHnwRKtlWcFgy1GBc5zXcY1GQ+VyOezFQMKwpgMiaNHD9QqFQqJC1UlEoUXAfbmuq3q9LtM0ZVmWdnd39dFHH906yTctLSB8SXifx2EYxtzDVv/zVq1W1ev1VC6XF9qH2+/5DuD+xmmn4QfO7XZbzWbzSjuN6wfbaajywnAEyuHjJE800HokWhzHubKPmslktLy8PHIwdL/fvxI4Hx8fq1arybKsK1f2XN/2FYvFSK8Dm82mXr16FfZiIGEIlIEI8TxPjuNMPVxvWkmr0p1EXHe+Pc/T6empTNPU0dGRtre39bWvfW3oNOVh0tICwpemQHleWq2W3rx5o2azqa2tLT1//nzsz9ss0fICWIzBdhrD+lgOa6exv79/46CbdhrpQKAMXKJCOVps256o6CGbzWplZWXklbuDV/ZYlhWcaLUsS57nKZfLjQycw9z2NZtNWl5g5ljTASGb5XC9aaU5UI6bTqcj0zR1cHAQDNWbpsVAkntHD5OWQHnWer2earWaTNPU0tKSKpWK3nvvvVBDAwJlIBruaqfhOE7QSsOyrKHtNK5XNtNOI74IlMNFK6joIFCOlkkD5bvcdmWPdPe2L5/PDw2cC4XCXLd9jUZDOzs7c7t/pBNrOiAE/nA9P0iWFh8iD8rn82q32wt/3CiJ8iATx3GCvsiSVC6X9fr163vtrBIoYxTXddVsNlWtVtXpdLS7u6uPP/44MkM7CZSBeMjlcmO10+h0One20xjsZcml5NHkum5k96PSgDYL0UGgHC2L/m7cte27Hjifnp7Ksiz1er0rswuuB875fP5e61gCZcwDazpgQRYxXG9aaa9Q9sPVRfWAHYfneWo0GjJNUxcXF3r8+LE+/PDDkZVgk0pbwJq25zuN8/NzVatVNRoNPXz4UE+fPtX6+nrYi3UDgTIQf5O20zg5OQl+9ttpDKtupkozPJ7nUaEcIirEo4NwP1qiVDRkGIby+bzy+fzQtnH+ydbBwNnf/vnDxYvF4tDA+a6re7rd7si+0cC0CJSBOVr0cL1ppT1QzufzkQmUW63WlVDv7bff1sbGxsw/L2mrUE7b8x1359m27aD6PZfLqVKp6Pnz55E+KCVQnl6UDqqA20zTTsOvdP7BD34wsp1GFLbzScb6JTyEmNHCdyE64vReDJ5sHVbU4Xmeer1esP0bdnXPf/pP/0nn5+d6++239c477+jZs2d6/vx5CM8GaUCgDMzBYCXyIofrTSvtgXIul5Nt2zOr/p1Ut9tVrVZTrVbT0tKSyuWyXrx4MdfPSyaTSVUlV5oqlA3DuDU49DwvaGlxcXGh3d1dvXr1SktLSwte0ulEMVCO08EKkASjLin+4Q9/qE8++WRoO41OpyPHcWingUQiUAZu6vf7kT3+noZhGCoWiyoWi0Ov7vE8T9vb2/r7v/97/eQnP9Hf/u3f6k/+5E9UrVb1xRdf6PXr1/rqV7+qd955R+++++6V/47qCT3oz/7sz/Rf/st/kW3b+tVf/VV985vfvHJ7r9fTO++8o1qtpnK5rJ///Oe0f0k43l1gRqIwXG9aBMqLr17t9/s6PDyUaZpyHCdyfWqTJooh5Lz44fn1Heh2u61qtarDw0Ntbm7Orfp93tL0Xs7SXScagLgbPIE/bjuNTqdzZzsN/+discj3B5FFoAzcFJUrUBfFMAy98847euedd678f9M09e///b/XH//xH+vNmzf62c9+pp/+9Kf64Q9/qP/8n/+zfvazn+n8/FyFQiGobP71X//1K/dzcXGh//gf/6O+//3vq9/v61//63+t//bf/tuVx/nDP/xD/cmf/Il2d3e1tLREmJwCvMPAPURtuN600h7Q+C0v5s3zPB0fH8s0TZ2enmpnZ0cvX77UysrK3B877eL0fbyvTCajfr8ffK79lhaZTEaVSkVPnz6N9UFnFNdXcQhq/UAZSKpxv4eTttM4PDwM+lf6A5OGBc5pCi0QPQTK0cBwymixbZtQU5cD+R49eqR8Pq93331X7777rn7xF3/xxu91u1198cUX+tnPfnajYvmP/uiP9Pz5c2WzWWWzWeXzeX3/+9/XL/zCLwS/8/u///v6pV/6Jf3ar/2aNjc35/68ED6+XcCEojxc7z7CWnbXdeVaHeWWwwtV/ZYX83JxcSHTNHV4eKj19XVVKhXt7e1F4vMShyAMk8lkMjo6OlKz2VSr1Zr5QMewEYxOh9cNSTer7dmodhr+Ywy207i4uBjaTuN6/2baaWDeGMoXDY7jEGBGiG3bnOzTZaC8vb195+8Vi0U9f/58aM/lv/iLv9DOzk7w9ydPnujv/u7vgkD55ORE/+Jf/Av98R//sX7v935Pf/qnf6q9vb3ZPQlEEms7YAxxGa53X2GEi5lMRhc//ketffMbC33cQfNo+WHbdtAXOZvNqlwu69vf/nakDij91gjs+CZDp9NRtVrV0dFRcMnb5uZmotZRUjQrlKXon5whUEbSLeI7OE47DcuyggrncdpplEolFQqFSK8/xsH6JVxUKEcDgXK0EChfGjdQvs3p6aneeuut4O/5fF6Hh4fB3zc3N/Xbv/3b+u3f/m39xm/8hv7Df/gP+tM//dN7PSaij7UdcIu4Dde7Dz9UDaOHr/WTn4UaKOdyOXU6nXvfj+u6ajQaqlarsixLT548ifSwM793NDu+8dXv93VwcKBqtSrP81SpVLSzsxP0R06iqIUu/onFqIcpcVhGIO4ymYyWl5e1vLw89PbBdhqdTketVmtoO43rFc5RD0RYt4SPQDka2K+OFlpeXJpFoPzw4UNZlhX8vd1ujzzW+J3f+R19/etfv9fjIR74dgHXxHm43n2EGij/7M3CH3PQfSqUPc/T2dlZUBm6tbWlZ8+eaX19fcZLOXthDCMMk2EYibgk1PM8nZycqFqtBr249/b2ggDj9PQ0khW8CBeBMpIu6lcJSHe30+j1ekHgPE47Df/nsLdrnueFvgxpxxVn0eA4DsF+hDiOE9nCnkVqNpt68eLFve7j1atX+t73vhf8/c2bN/rWt7419Hfz+by+853v3OvxEA9sdQAlZ7jefcyj7cO4rDe1UB7XN02w2ul0VKvVtL+/r5WVFZXLZb18+TJWB1R+y4u08N/nME6azIJlWTJNU/v7+1pdXR3Ziztt7yvGQ6CMpItDoHwbwzBULBZVLBbHaqdxfHysWq12o53G9cB5Ee00knCyNu76/b6KxWLYi5F6BPvRYtu21tbWwl6M0M2iQvnf/tt/q9/93d+V67qybVuO4+hb3/qWvve97+mXfumXtL+/r263q7fffluff/65/uW//JczWnpEGWs7pNZgX+QvvvhCT548USaTSVWIPCjMQNlunsppXSi3Fs5gvnEDZcdxdHBwINM05XmeyuWyPv3008hfijpK2iqU4xi0uq6rw8NDVatVOY6jcrms169f33qwEtUewwgXgTKSLu6B8l3Gaafh92tedDsN13UT/drHQb/fJ9SPAFpeRAs9lC81m80rA/WmsbKyot/6rd/Sb/7mbyqXy+kP/uAP9ObNG/36r/+6fvzjH+tHP/qRfu3Xfk2/8iu/on/+z/+5/t2/+3czWnpEGWs7pMqo4Xr7+/va3t5O9Q5AmIFycWdDjf/7v+vJ//lvQnn8256753lqNpsyTVPn5+d6/PjxlfYCcUagHE2DbVSOj4+1vb2tly9famVlvBMucXmeWCwC5cXj9V6spAfKd8nlclpbWxtajTdJO43rgfM4ISUtL8LnV6kjXATK0UIP5UuNRuPegbIkffe739V3v/vdK//vH/7hHyRJv/zLv6z9/f17PwbihW8XUmFUX2R/57dQKKjX66X6UrF8Pq9erxfKYxcfbej8L/9WCilQHhastlotmaaper2uBw8e6K233tLGxkaiDlYJlKOl2+0GLS1KpRFYwkwAACAASURBVJIqlYref//9iT9zmUwm0s8T4SBQXqwkbSviIu2B8m3u204jl8sN7d/st9Og5UX4GMoXDfTsjRbHcahQlnR+fh6L+T6IHwJlJJbfF9lxnDuH6/mBcpoVCgV1Op1wHvvhmhr/80ehPLb05YF/t9tVrVZTrVZTsVhUuVzW8+fPE3uQRKAcPtd1Va/XVa1W1ev1VC6X9cknn9xr5zebzdLyYsHiENbGYRmB+yBQnt6k7TTOzs5kWZa63a6ky+1Or9fTF198cSVwpjJwcQiUo4H3IVoYkvjl1VJsHzEPbOWRKNMO1yNQDrflReHBmtr/+EUoj93v91Wv19Vut/VXf/VX2t3d1ccffxzbwW2T8A8A0yJKgXKr1dKbN2/UbDa1tbWl58+fz2xoSCaTCe27vEiER5MhUEbSsU6Yn7vaaRwdHenNmzcqFAq6uLhQo9GQZVkzaaeB8dBDORpoeRE9ad8u+OuGtL8OmA/Wdoi9UX2RJxmuR6AccqC8sazO/z6U07GUK83/MjHP83RycqJqtaqTkxPt7OyoWCzqs88+S9XGlgrlxer1eqrVajJNU0tLS6pUKnrvvfdmfgCYzWZlWdZM7zNq/MGDaa86mQSBMpKOz3c4DMMIWmI8efLkxu1+Ow2/wnnSdhoYD5Wx0UCgHB2cZLx0fHysBw8ehL0YSCjWdoitwUrkwRB5mnCmUCjo9PR01osYK2EGyvm1ojy7r6P/+v9q55f/1dwep91uyzRNHRwcaH19XeVyWXt7ezIMQ8fHx+r3+6naCSRQnj/XddVsNvXmzRtZlrWQCng/bE0yAuXJESgjDQgPwuG67sjX/r7tNIrF4tAK5zTtr42DbWI0pO1YIsro7X6p0Whoe3s77MVAQrG2Q6zcNVxvWmGGqVER5muQK+WVWSqo+V+/P/NA2bZt7e/vyzRNZbNZlctlffbZZzd29vL5fOqqCtIWKOdyuYUFyufn56pWq2o0Gnr48KGePXu2sGEYYVdiL0IaQvNZI1BG0lGNFh7P86beF7+rnUav11On01Gn09H5+bnq9fqVdhrX22iktZ0G4Vk00LM3OmzbZiCfpHq9rq2trbAXAwmVnuQEsTXJcL1p0fLiMqAJLWzIZC/7KH/+k5ncneu6ajQaMk1T7XZbu7u7evXq1a1Tl3O5nGzbTtVk5jQEj4Pm3TN68ORFLpdTpVIJZahjGsLWNDzHWSNQRtIRKIdnXmGmYRgqFosqFova3Nwc+rjX22mYpqlut3ujncZg4JzUdhpJfE5xQ7AfHQTKl5rNJhXKmBsCZUTStMP1pkWgHLJMVoVH67J+bk59F57nqdVqqVqtqtls6tGjR3r69KnW1tbG+sykrVpXSt9znkeA7nmems2mqtWqLi4uxjp5MW9pOFEQtUA5DgfxBMpIOgLl8IQVoo3bTsMPnE9PTxPbToP1e3SwHooGAuVLtLzAPMVva4nEcxxHjuNMNVxvWmkL1m4TygFZJqv8gzW1fvy/5dq2MhNs/C3LUq1WU61W0/Lyssrl8lSDztLY9iRtn/tZBq3tdlvValWHh4fa3NzU22+/rY2NjUgcRGQyGQJl3ECgjKQjUA5PVKsyp2mn0el01O/3lclktLS0dCNwTmM7DSCO0tbKcJRms6lvfvObYS8GEopvGCLHP+Bd5M4aByCX/FB1ngPDhspkVXi4Jq/n6Oi//09t/av/49ZfdxxHh4eHMk1T/X5f5XJZn3766b3OQqctXJVCbnMSgvsGyo7jBC0tMpmMKpWKnj59GrleedlsNvFhaxQD5aiHWQTKSLqofweTLKqB8m0maafR6XR0dHQUVDp7nqdcLnelqtn/OantNHA3trHRQoXyJSqUMU8EyoicRVQkj5L2g5HwAuWMCg8uq0ea3/uzoYGy53k6OjpStVpVq9XS48eP9fWvf33kZY6TSmOFctpMEyh7nqfj4+Mrn7sPP/xQpVJpTkt5f1EMW2eNcHQ6vGZIsrTvw4XJdd3EvfZ3tdOwbftK/+bT01N1Op2ghV6xWBw6MHAeFZNxDPSTqN/vR67IIM1s257ZcWKcEShjngiUETlh7ZD6FappPpMZWqiayaqwuSJJOvvR31656fz8XKZpql6va3NzU1/96le1ubk5889JLpcLeuohmSYJlDudjqrVqg4ODrS+vq6vfOUrc/nczQM9lDFMHD67wH0QKIfH87zUBWn5fF75fD4S7TT8+0S4aLEQLbZt837osuXFzs5O2IuBhOIbBvwTfzAfgXJIgfL65Rlk63/vq9frBX2R8/m8KpWKnj17NteDlXw+n7qWF760HITncrlbg9Z+v6+DgwNVq1V5nqdKpaLPPvssdjujaQhb0/AcZ42qbgDzQoXsVYtup+G6buoC/ShyHIf3IULSXijmOz091YMHD8JeDCRUvI6SkQphBVt+oLyyshLK40dBeIFyRvm1yzYb3fqxfvSjH6lcLuujjz5SsVhcyCLkcrlUtrzwq1njFppOY1jlrud5Ojk5UbVa1enpqXZ2drS3txfrS+TS0Bs7aoFyHE7IRO01A2YtLSdHo4hAeTKTtNPodDp3ttOQ4rEdSrq07E/HBT2UL7eLabyCBIvDGg/4J36gnGb5fH6hr4HneTo9PVX74FDZ7D9VB9t9ve/l9eCddxa2HFJ6K5T9Vi9p2AHOZDJBoGxZlkzT1P7+vlZXV1WpVLS3t8cBWUxEKRx1HEemacqyLC0vLwfVZFH8TiX9RAPSjUA5PATKs3VXO41utxsEzq1WS61WS2dnZ/rBD34QtNO43r952nYaGF9a9qfjgkD5y/0+to2YF9Z4iJywK5TTrFAoqNPpzP1x2u22arWaDg4OtLq6qnfXN5V/tBrc3vi//h89+IVP574cg9JcoZyWIN3zPNm2rb/4i7+Q4zgql8t6/fo1O/8xFHag7Fe2v3nzRmdnZ3r8+LGKxaIuLi7UaDRu9Mn0Q2b/T7FYXPi2joMJJB2BcniSOJQvqgzDCAJiv53GycmJDg8P9eLFC/X7fVmWFQTO922ngfERKEcLJ7ou212sr6+HvRhIMNZ4wD8pFAq6uLgIezFCNc+WF47jaH9/X6ZpyjCMK2GeV/0HucsZyTAkz9PZD/56LstwG79SN23u6iscd57n6ezsTNVqVcfHx+r3+3r58mWqW9skgWEYoQTK3W5XpmmqVqtpdXVVX/nKV/TBBx/IdV3Ztn3jwMU/sPcvW67X67IsS91uV57nqVgsDg2c53FpIj2UkXQEyuHxPC/1wU2YBofyZbNZraysjNzPGbedxvUKZ4LSuxEoR0/atwmNRkPb29thLwYSjDUeIiesFX9o/YMjZNavgeu6ajabqlararfbevLkiT788MOg31sgk1EmYyi3viLn9FwX//DzmS3DuNLQd3aYpAbpfvC3v7+vUqmkSqWi999/X3/+539OmJwAi6xQ9jxPjUZDb968kWVZqlQq+vTTT8e6jPK2A3vP89Tr9YKD+larpcPDQ1mWpX6/r2w2OzRsnraKjEAZSUegHB4qAcM1yVC+cdpp+BXNrVZL9Xp96FU3g9unYrHI+6/LYL9QKIS9GBAtvnyNRkNbW1thLwYSjEAZkRTGgS8tL2YXKJ+dnck0TTUaDT18+FDvvvuu1tfXRx/oZS53gguP1uWcnss+OuPAcEGSFCi7rqt6va5qtaper6dyuaxPPvkktf3TkvwdymQyc//cttttVatVHRwc6OHDh3r27NnIywanDXiLxaKKxWJw2fKgfr8fhM1+4NzpdNTtdiVdrSIbrCYbFSqEVdUNLEqS13lRR6AcLv8k5H0NttMY9TiD7TSazWbw98F2GtcD53w+n4rvpuM4sR7qnCSz+k7EHRXKmDcCZUQSgXI47hMoW5alWq2m/f19LS0tqVKp6MWLF+MdYPiB8sMNtX9iyrP7av3V/6f1b30w1bJgfNlsNvYtL1qtlt68eaNms6mtrS09f/58aOWN9GWolvQDX7+CN6k70/O6oqDf7+vg4EDValWSVKlU9M/+2T8L5XXMZrNaXV3V6urqjdsGq8g6nY7Ozs50cHCgTqfz/7P3bjGO3Pe957eKVUU2+8a+TzfZM9KMWnNpjUaaiy6bIMcHiQNrN3DysPZmYQTx5qwTrLHZxAEMB370U5AH58UPAQwEgQPkKTCQdRKdrGLl4sgnPj7yLefIlmRpbHUV72TzXkVWsWofxlXDSzWbbJL1L1b9PsBAmmE3+S+S9b98/9//9+d87oNic7fbJccOEWhIUGZHGMZVP+OVeHbeqRvDMBx3cxjjNCjywj9QQb5HkKBMzBvq8QjiZ1DkxeQijS2+pNNpdLtd7O/vX8wR6gjKj91/xf/8T54LyjzPh25He1Edyp1OB5lMBul02tnAuH79+rkLWjszOugL3zAIyrN029brdZycnKBcLmN3dxfHx8e+dhn1usg2NjaGHrcX9fbCvlqtolKpQNd15HK5IXezvbAP+n1BBBsSlNlBgjJbut0uc/GM4zgnTsPtNI9bnEZvzFMQ4jRIUPYP9Fk8olgs4saNG6ybQQQYussIX8JiQRDWDN1JsSwLp6enUBQFtVoNu7u7uHnz5nS5tD+bKIqbj12llX/77rRNnRhRFGEYRmBFODcEQYCqqqybMRZ2JredZbu/v4979+5NlFdnO7JZL7zmTdCvcxaCsq7rzqaEJElIpVK4cePGwixcRyEIAlZXV/uc+rlcDpqm4fDwsG9RX6lUnP83TbPvyHKv4ByWI8sEQUwOCcps6Xa7Z8ZU+IVx4zTs8WgwTkMURVfB2U9jU9hMKX6GHMqPKJVK5FAm5goJygRBDOHm8mk2m0in08jn81hfX0cymcQzzzwzm0mc7VBOPBalm28/nP55J0QQBOi6jmg06vlrs2IRHMqNRgOKojiZ3KOybM8jEon4/npngZdF61hw0euzN8RkWUaj0cClS5fw/PPPh+Ket6OkeJ53FuJu6LruLOpVVcXp6SlUVYWu644g4HZkmcSkYWiT2lvs7zfhPaZp+kbUCyNBOJE0aZxGpVKBpmlOnIYtVrOM0yBXrH8gQfkRFHlBzBvq8QhfwmpSGsbIg0Hs6A87UzqbzSKdTkMURRwcHODq1auzf39sQXntscDRyZ/O9jXGwHYohwm/Csq6rjvfPUEQkEwmcXR0NLVYEITM6HEI+nVOKii3220oioJsNouVlRWkUilsbGyESgAZtzaBfWTZLYfcNM2+gkynp6dIp9N9DjJ7ER+Px51FfRgXdWH6bvkFirxgB4n5bAn62mWWcRq9gvOs4zRIUPYPuq7TZ4FHDuXd3V3WzSACDN1lBNGDLaKe5dwKA4IgIJPJoFwuO7ECc3fw2YLy6uPXsPQuGj/6MVZuPDW/1x3AdiiHCTtT2A9YloVSqQRFUdBsNrG/v487d+7M9Bhn0IVWG3IoPxI/i8UiZFlGp9PBwcEBHjx4MDdx0+9C1iyK3fI8j3g87pov3esgU1UVrVYLpVIJqqrCMIxA5GMS/oYEZXZQ5AVbgi4on4ef4jSoD/IHhmH4uhaGV5TLZWxvb7NuBhFgSFAmfAmrwTisgrJlWahWq0in0yiXy+B5Hk899ZSrQ20u2BnKK/1ZuIW/+brngrIf3brzxA8REK1WC4qiIJ/PI5FI4MqVK1hfX59LPxAWQTno1zlKUG61WpBlGfl8HltbWzg6OvKuL/MxsxCUz3v+UQ4y291sC8622Nxut2FZFiRJGnKPLS0tkcOIGBsSlNlC7z07wlBseBrGjdMYrC1gRz1Fo1FXh3OYRXy/Q5EXj77bQa6nQvgDmqUTvoS1oBwWVFVFOp1GLpfD8vIykskkIpEINjc3vRVgbIfySn+XVPkv3/GuDXgc9xEmWInohmE4kRY8zyOZTM4nTmWAoAutNkF3KA+Ko91uF7lcDoqiAABSqRSuXbtGi70e5i0on8d57mZd150FfbPZRLFYhKqqjlAyKDTb7mYSsQgbEpSJsBKEDGVWTBKnoaoqarWaU+R2cHzqdDool8t0+sYHkKD86LtL4yIxb0hQJogewiAo9wp5AHBwcIAXXnjBcYHV63XvRVVbUI73T4abP3zP02YIggBVVT19TdZ4KSjbBdEURUG9Xsfe3h5u377t6YmAsAjKQb9OWzCv1WqQZRnlchl7e3s4Pj5mcsRxESbrrAXlUXAcB0mSIEkS1tfXhx7vPa6sqioKhYLjbgaAaDTqKjiTwBIuaOFMhJWwR17Mk944jY2NjaHH7fGp1Wohl8sNnb7pjdPoHacuEqdBjA8JykCz2cTKygrrZhABhwRlwpewGmBFUQykoDyYTTtKyGPi0v2ZoCzGeHCiAEt/JHC2s2VPmyGKImq1mqevyRqe5+cuMqmqCkVRkMvlsLa2hlQqhUQiweQ+91Nm9DwJskNZ13VkMhkUi0VYloVUKoWbN2/Swuwc/Cwon8d5x5U7nY4jNg8WY4pEIkNC89LSEiRJou9MwCBBmQgrJCizwx6fRFFEPB7H0dGR89hgnIZdzJbiNOYPFUgECoUC5ScTcyfcdxnha1gsfiVJQrPZ9PQ150m9Xkc6nUahUMDm5uZY2bSiKELTNA9bCSdDGQCkzXW0cyUAgNUx0PqJjPgTKU+aEcYM5XnRG0FgWRaSySRefPFF5pO7SCQSiliToDmUbXe7LMtoNBrY2dnB2toann/+edZNWxgWWVAehb0gj0ajSCQSQ493u92+xXy9Xnd1N/f+icVitJhfQEhQZkcQ+5ZFwjRN+u4zxjCMoXFjnDgNuzjgeXEaveMTxWmcD8XAAKVSiQRlYu6QoEwQPQQh8qLdbiOTySCTySAWi+Hg4ABHR0djTzxYuLQ5jofFcYBlQdx6LCgDjwrzXfm/f9OTdpCgPB2WZaFSqUBRFFSrVezu7jKLIDgLPxQh9IKgOJQ1TUM6nUYmk8Ha2hoODw+RSCRgGAZOT09ZN2+hCKqgfB6RSAQrKyuuxz4HszGr1SpyuRxUVXUWo4NiMx1VJgjCb3AcR30SY7rd7sSmCY7jnHFlVJyGPUbZtQV64zTcBGcaowgAKBaL2NnZYd0MIuCQoEz4FlYO5UUUlLvdLvL5PNLpNAzDwP7+Pu7duwdJkiZ+LkmS2Dg4+QjQNSBt9ednVv71254JymEsymczjbPLFv2y2SxWVlaQTCZxfHzsy8ls0Jy7ZxGJRBwH5qJhmiaKxSJOTk6g67qruz0ogrmXhFVQHsV52Zi9R5U1TUO1WoWqquh0Oo4z2s3dTM4xNpBDmQ30vhPEfCIWzot70nW9T3B2i9PoFZzDEqdBc51HlEolEpSJuUOCMkH0sEiCsn0EPJ1OO27QGzduuE46JoGZqMpFABiQNlb7/rnx1o89a0JYHcq2yDrJRNg0TeTzeSiKAsMwhoo7+pWwCMqLKLg2m03IsoxCoYCtrS08/fTTWF1ddf3ZRbw+1pCgPDmCIGB1ddX1e2iaZp+7uVKpIJPJQNM0mKaJTqeDTqeDtbW1PsFZEAQS3+YECZtsoPedILzP7O0tZusWp2GPUbbgPHgC56w4jVgstvD3M2WKP6JYLOLKlSusm0EEHH+v/IlQw2Iwi0Qivhcpms0m0uk08vk81tbWZu4GZSYo/8zRJW30C+LtdMGzJizC5z8PxhWULctCrVaDoigol8sz28TwkrAIyotynd1uF9lsFoqigOd5JJPJsSJ6Fn2xwwISlGeLvRh3K24LAG+99RY2NjYQiURcnWODhQLthTy5my8OCZtsoPxetliWRX27D/BbEbjeMeqsOA379E3Q4jR0XYcoiqybwZxisYj79++zbgYRcPzT6xEEcSa6rju5yJFIBAcHB3jppZfmsvvK8zybiSn/6FrEtf68XVPToWVyiO3ved+mkGA7s6PRqOvj7XbbibRYWlpCMpnEzZs3fT+hdGNRhNZp8buDt1qtQpZlVCoV7O7u4vbt22cKc8RsIEHZW3iex/Ly8pnOMXsRr2kayuWy8/+9C/lBwZkWyKMhQZkNlmXRRghDbLcpwZZFc8WeV19g0jgNPxW0JUH5ERR5QXgBCcqEb2G1KOA4zheTMztHVFEUaJqGS5cu4c6dO4jFYkzbNTd+JihLa8PXV/y7f0TqP/261y0KDW5RH6ZpolAoQFEUdDodHBwc4P79+ws/QQuLoOzH69R1Hel0Gul02tmYuHXrFglAHkKCsj/geR7xeNy1YOngQr7VaqFUKkFVVRiGAZ7nhxbw9n/Dfi+RoMwGP8yZw4xdQJRgi2EYvipCPQ3TxmlEIpGh3GYv4zR0XfeVW5wVxWIRu7u7rJtBBBy60wjfwmpRYEc+nOXWnCd2pEA6nUapVML29jauXbvmOph70RZPPwM78mJ1+H0//Zf/6pmg7JcNBS/pFZTr9TpkWXa+f0dHR2fm2C4igiD4TmidB35xKFuWhXK5DFmW0Ww2cXBwcOGCocR0kNC2GIyzkO91jdlis31MWZKkIWeznd0cdEhQZkPY5kx+Y9GcsUHFb5EX82TSOI1CoQBN0zyL0zAMY+ENMLOgXC6TQ5mYO+Ho9QhiAuzCfF4KypqmOZEC8XgcyWQS169fZzZBtwVGTwdj26G8Mvya9X9/27NmiKIIwzBCJ3hlMhm88847iMVizL9/84Tn+VAIyqwdypqmQVEUZLNZrK+v48qVK1hfXyexhyHM4oyImTKOu9kWmxuNBgqFAlRVRbfb7RMBehfy0Wg0EPcmCcpsIEGZLSQo+4NJi1sHmXHiNHoF53K5DE3ThuI0Bh3O437PKfLi0fvc6XSCe7KZ8A3U6xG+hdWiwBaU541hGMjlckin07AsCwcHB3jw4IEvBkDbpc1CUBaXh7slTc571gxBEKDreuAFZdM0USqVIMsyqtUqNjc3Q+EcDYvYwMKhbMekyLIMwzCQTCbx4osvhmaB5ffvFmUoB59ed/P6+vrQ491ut8/dbIvN7XYbAFwzMZeWlkisIkZCRfnYQoKyPzAMgz6HMThvnLLjNGzBeZw4jcGNUV3XXcXsMEJ9MzFvwrHKI4gJmKegbFkWSqUS0uk06vU6Ll26hOPjY99lbomiiE6n4227bIfy0rDLxWy10SlXIG0m5t4M26EcVBqNBhRFQaFQwNbWFq5du4ZqteoclSaCgZcO5d7v1Pb2Nq5fv04TeZ/ihxgUgh2RSATLy8tYXl4eesx2M9lic71eRz6fh6ZpjmA1KDQvLS1BkiTfLFjJocwGKsrHFvv0AcGWMEVezJPekzRuGIYBTdNGxml0Oh20222Ypuk8lyAIoRof2u02resIT6Bej/AtLDOUZy0o9wouGxsbuHz5sq+Pf0uSBF3XvX3Rn02GIyKHyHIc3War7+Hiq/+Eg0/82tybYTuUg4Su68hms0in0xAEAclkEkdHR84CpNlsQlVVxq0kZsm8Hcr2CQtZlhGJRJBKpfq+U15BAtL40PvkLYv2ftvHjKPRKBKJ4c1bOxPT/lOr1ZxFPACn4NJgfrOXjj3qD9hAkRdsoaJ8/oAEZW8QBOHcOI233noLS0tLc4nTWBRskwdBzBvq9Qhfw+KIriRJqNfrUz9Pu91GJpNBJpNBNBrFwcEBE8HlItiRF57CPx7Ipe0E1AFBufzP/+aZoBwEh7LthlcUBc1mE/v7+7hz545rllZQrpl4zDwcynbRUFmWUalUsLe3h2efffZMF8m8sUVzvywC/C5mUeQFMQ3nZWLaR5RVVUW1WkU2m4Wmac49OuhsXlpamlkBpt52+PkeDCokKLOFIi/8Ad0H7LHjNDiOw6VLl4bqIbnFaQyOVefFaSwKxWKRCvIRnkCCMkEMME3kRbfbRaFQgKIo0HUd+/v7C5lLy1pQFrfWof403fdw43s/9KQZTK59hrRaLSiKgnw+j0QiMVYxNNYF3LyG47jAT/xnOfHtdDpIp9PIZDJYWlpCKpXCrVu3mE+u/Vhkzs+CFgnKxLzgOM5xKG9sbAw9bhhGn7u5Wq1CVVV0Op0hx1ivc2zSPtrP91+QCfp46ndIUPYP1P/4g7PqAI0bp2ELzm5xGoPjlF/jNIrFIjmUCU8gQZnwNawcypMIypZloVKpIJ1Oo1KpYGdnZ+EzREVRhKZp3r5or0N5c23oYfUk40kzBEFwjvAuCoZhOJEWPM8jmUzi6tWrYy8wwuZQtgV0WgCfje1wl2UZrVYLBwcHvtscszcG/ADHcb4XbP3ePiK4CIKA1dVVrK6uDj3W6xhTVRWVSgWZTAaqqsKyLAiC4OpudlvAk6DMBhKU2UKCMkH0c9Fc93HiNOyxqtVqoVQq9cVp9EY/sY7TIIcy4RUkKBO+hsXCYFxBudVqIZ1OI5fLYXV1Fclk0heuvVnAxqH8eOCXEsMFg7p1DUa9CWF1+LFZIooims3mXF9jFliWhdPTUyiKgnq9jr29Pdy+fftC8QNhFZTd3AthR9M0yLKMXC6H9fV1PPHEE77Ne593TnTQIEGZ8CPnOcZ6F/CqquL09BSqqvYt4O3ftwsxiaJIAqeHkKDMFtM0KbuXMTS2Bh87TkOSJKyvrw89Prg5OipOo1dwnlecRrFYxKVLl2b+vAQxCI0+BDHAKHGtt7iZ7QR98cUXAzeRYx154SYoA0Dp7/8Ze//r/zzXZvi9KJ+qqlAUBblcDmtra0ilUkgkElNNRsImKIftes/DNE3k83koigLDMBamXyNBeTL8uCkQdEhkmB5RFCGKItbWhk8umabZdzy50+ng4cOH6HQ6rseT7UU8bSbOFtM0qX9hCDmU2UOfgX9gNe5eJE5DVVXnVKwkSa6C80XjNEqlEm7fvj3VNRHEOPh7tUiEHhYT1MHXNE0TxWIR6XQarVZrZHGzoMBaUBbX3Afj0j/+l7kLyqIo+k5s7Ha7yOVyUBQFlmXNXPALm8Aatszos2g0GpBl2TkWt2hRPSQoE0S44Xke8Xgc8XgcAJDL5XB8fAxBEJzjyZqmodVqOceTVVWFYRjgHKzXAAAAIABJREFUeb5v8W4v4GOxGImjE3LR4+XEbCAxkz30GfgHwzB8aYi4SJyGPV4Nxmn0jldnfe9KpRJFXhCe4L+7jSB8gGVZqFarSKfTKJVK2NrawtWrV7G6uhqKhYYoihcuTHhheiMv1qKuP1L/3ltzb4ZfHMp2NreiKKhWq9jd3cXx8bGzcJ4lfixuNk/CJCgPZoraeduKokAQBKRSKTz99NMLKQaQoEwQxFn0Hk92czd3u11omuY4xorFouMWsywLkiSdWXyJ6IciF9hCYiZ7/CpihpGzCvL5mUnjNCqViuN0fv311/HXf/3XSKVSuHz5Mp588klcu3YNhUIBW1tbU7XrG9/4Bl599VXouo5PfOITeO6551x/7nd+53fw8ssv45Of/ORUr0csJtTzEb7Ga/FW0zRkMhm0Wi289957SKVSuH79+kKKLdMQiUS8Fxi5nsiLFXdBWf2JMvdmsHYoa5qGdDqNbDaLlZUVJJNJHB8fh2IjwyvCIijbgivP86hWq5BlGdVqFZcuXQrEKQsSlAmC6GWSonyRSATLy8tYXh6O2Bp0izUaDed4sl3QdVBonmcWpt+hDGW2kKDMHhKU/UMQP4tRcRr379/Hpz71Kfz4xz/Gu+++i4cPH+Kv/uqv8NZbb+HjH/84AGBvbw9PPvkkrl692vffjY2NM1+z2Wzis5/9LN544w10u1185CMfweuvvz70c9/+9rfxta99DS+//PLsLphYKIJ1txHEBTAMA/l8Hul0Gt1uFwcHB9ja2sL169ddFxrEnIj0CsruXZNRa8Fst8FH3QXnWcDzvOdi42CG7cHBAV544YXATYj8QlgEZY7j8JOf/AS5XA7Ly8tIpVKB2pzwm6BMRe8Igi2TCMqjOM8tZrubbcF5MAszGo26Cs5BFf1IUGYLvf/sCaKIuagsokN5WjY2NvDgwQM8ePDA+bef//mfx3e+8x0AQD6fx/vvv4+HDx/i7bffxquvvoqHDx/i9PQUgiDg8uXL+N3f/V186EMfcn7/a1/7Go6OjhCJRBCJRCCKIt544w383M/9nPMzpmniq1/9Kn75l3/Zs2sl/Af1fISvmZfwYVkWyuUy0uk0arUa9vb2cOvWLSdOoF6vo9PphF5QntXibCx6M5TjZyy6LKD0D/+Knf/lF+fWDK+u17Is1Go1KIqCcrmM3d1d3Lhxg+l3ztPPmyFBFpQty0KpVIIsy6jX69ja2sL9+/chSRLrps0cvwnKBEGwxasx7Dx3c6fTccTmer2OfD4PTdMcJ+mg0Ly0tARJkhZ2/KWifGwhhzJ76DPwD2EUlAfpNTdwHIe9vT3s7e25uoh1XcfJyclQtvObb76J3d1d5++XLl3CD3/4wz5B+Stf+Qp+8zd/E3/0R380h6sgFgUSlIlQ0Wg0kE6nUSgUsL6+jlQqhUQiMTQRliTJ+wxhn2EXavNsUO4RlKUl/lGmsotYVPr6G3MVlOdNu912Ii2WlpaQTCZx8+ZN5osxW5wLw4Q4iIKyqqpQFAW5XA6JRAJPPvkkLMvC/v5+IMVkgARlgiCGYT2WchyHaDSKaDSKRCIx9LhhGH3u5lqtBlVVnTmnLTQPFl/y89hMRfnYQmIme8ih7B90XQ/9Z2G/B+OMh6Io4urVq0P/Xq1Wcfny5b6fy+fzzt9LpRJKpRJu3Lgxm0YTC0u47zbC98xiYdDpdJDJZJDJZCCKIpLJJK5duzZy8iWKoi8Ks7HEfg9YCMocz0HcWINeqgz9WO3N/zH3pnAcN9MjhKZpolAoQFEUdDodHBwc4P79+77aQbc3EMKwKIlEIs7R5EXGjkqRZRmmaSKZTOKll15yPsNIJBJowZUiJgiCWDQEQcDKysqQGwx4JMz2Fl6qVqvIZrPQNM0pfDfobF5aWoIoikyFdIpcYAsJyuwxDCOwm/eLhmEYC18jZFpKpRI2Nzeneo7NzU1omub8vdVq9UVA/emf/ik+85nPTPUaRDAgQZnwPRcRDWyhJZ1Oo91uY39/H88//zyiY2bvSpIEVVUv0tzA4LmozvUvRqTtDVdBWX0oz70ptrg67eSwXq9DlmWUSiVsb2/j6OgIq6urM2rlbLGvedx7ZJERBAHNZpN1My5M7/dqZ2cHN2/edD16HUQndi/kUCYIIkhwHIdYLIZYLOZaLMkwDEdstgXnVqsFXdf7frdXbI7FYnMXe0lQZktY4sr8jGEYTmwiwRaKvACKxSJ2dnameo47d+7gtddec/4uyzLu3r3r/P1LX/oSvvzlLzuv9zd/8zcwTRO/9Vu/NdXrEosHCcqE7xlXULYsC9VqFYqi4PT0FDs7OxcW8CRJQrVavUhzA4Moit7GfvD97gppcw1ukp9+WofZ7YKfoxtjGkHZdsSn02nEYjEkk0lcv37d94st+5rDwCIKrYZhIJvNQlEUCIKAVCp17vcq6IJr0K+PIAiiF0EQsLq66jqvNU2zz918enqKTCYDVVVhWRYEQRhyNi8tLY19LHoUJCgTYYdc4v6BBOVHAu/29vZUz/HRj34UX/ziF2GaJnRdh2EYuHv3Ll577TV8+MMfRiaTcX72k5/8JD70oQ/hk5/85JQtJxYREpSJhafVaiGTySCXy2FlZQUHBwe4devWVBNkylB+9B546lAeEJTFzTM2Aizg9F++ha3/+D/NrSmiKE4krpqm6RRC0zQN+/v7uHfv3kIdf1tEkfWiLMq1WpaFSqUCWZZRq9Vw6dIl3LlzZ+yjfItynRfFb4Ky39pDEER44HneEYnd0HW9z91cLpehaVqfu3lQbI5Go2MJxSQos4XcyeyhDGX/QILybBzKy8vL+MIXvoDPf/7zEAQBX/7ylyHLMj796U/jnXfeoX6HcKCej/A9bh2W7dZLp9PgOA4HBwd44YUXZjaYk6DMIPJiYDEiJYaP8NuU/r9vzFVQFgRhrGtvNBpQFAWFQgFbW1u4du0a1tbW5taueUIOZf/Q6XSgKAoymQyWl5eRSqXwzDPPTDx5C7rAyfO8rz5HynMmCMKviKIIURRd5yimafYVCiyXy1BVFZqmwbIsiKJ4prvZ/n0SF4gwQ4Kyf6DPYjaCMgC88soreOWVV/r+7d133x36uT//8z+f+rWIxSXcdxuxUNgu0HQ6jWaziUuXLuH27dtnujGmgYryPXoPesP4585g5MX62Vlktf/2g7k2ZZRDWdd1ZzNDEAQkk0kcHR0tvDuHBGW2WJaFYrHouNwPDg7w4MGDqVwWfrzOWcLzvO/6acqyJAhi0eB5HvF43DUD1rKsPndzs9lEqVSCqqowDAM8z0PTNJycnGBlZcXJbY7FYtQXegBtZPoDEjH9g2VZC78mm5ZyuYxr166xbgYREqjnI3yPqqp4//33USwWsbm5iSeeeAJra2tznajyPB/6SZr3DuUBQXnt7GP9rR9/MNemDDqULctCqVSCoihoNpvY39+fKHpgESBBmQ2tVguKoiCXy2FzcxNXr17tq6I8DWFwKAf5+uYFid4EQYwLx3GQJAmSJLmOTd1uF9/97nexvr4OXddRLBahqira7TYsy4IkSUPO5lgsRuLbjOh2u6EXz/wAZSgTfqJYLGJ3d5d1M4iQQKM54XsMw8Dm5iaefvppmjR5CHNBeTV65o92SrW5iiK2oGyLffl8HolEAleuXMH6+nogxZhIJIJ2u826GZ7AWlA2TRO5XA6yLMOyLKRSKbz88sszX4ywvs55Q4Ly5NhFboPYhxEE4T2RSAQcx2F7e3toDLMsC51Ox4nTaDQaKBQKUFXVEUIHhWY7u5n6qPEwTZOETB9Arlh/EHYzmE2pVJpJ5AVBjAMJyoTvWV9fdz2GN2/sfM6wTtRYZyiLqyMK2pkWqt/6LhIv3Z15MwzDQK1WQy6XQ7FYRDKZxNWrVwP/PRAEAc1mk3UzPIGV0Fqv1yHLMkqlEnZ3d3Hr1i0sL5+dFT4tfoyEmCUcx5GgfAFowUUQxCw5qygfx3GIRqOIRqNnupt7s5ttsdne3I5Go66Cc9DnY5MQ5nUKQQxC0SOPIIcy4SV0xxHEGdiF+eaR0bwIiKLobWHCQYdyfHT3VPz7f56ZoGxZFk5PT6EoCur1OtbW1rC1tYXbt2/P5PkXgTBFXnjpfDIMA5lMBoqiQJIkpFIpXL9+3RMnCzmUvWURHHWL0EaCIBaPi/QtkUgEy8vLrhurtrvZFpvtjX5VVR1X7qDQvLS0BEmSQtXPkaBMEI/RdX2q2iNBoV6vI5FIsG4GERJIUCZ8D6uJYdgF5Ugk4q2TbUhQHi24Vb/1/alfUlVVJ792bW0NqVQKiUQCjUYDDx8+nPr5F4kwCcrzxrIsVCoVyLKMer2OS5cu4bnnnvM8c9tvguusoaz7ybEjLwiCIPxMr7vZTRgxDKPP3Vyr1aCqKjqdjvO7g2JzLBYLnPhKgjJ7TNMM1SaGnyFB+fEpNPpOEl5BgjLhe1h1iJ47dMPOgKAsRHnwsShMzT3Xt/nOTy70Mt1uF7lcDoqiwLIsJJNJvPjii31HpMIorobxmmdNu91GOp1GJpPBysoKUqkUNjY2mPVh5FAmBiFB2TtoMUcQ80MQBKysrGBlZWXoMcuy0G63HbG5Wq0im81C0zSYpglBEIbE5qWlJYiiuHD3LRXlYw+J+v5B1/XQR17YGxyL1pcRi0u47zhiYWCxCJYkKdD5o+PiWQEnlwmxuJVAW8m5/rheqIzdNtsxqigKqtUqdnd3cXx8fGY2tyiKoRNXgy4+zgvLslAsFiHLMtrtNg4ODvDgwQNfOCSCLrgG/frmAQnKBEEEHY7jEIvFEIvFsLGxMfS4YRiO2KyqKiqVClRVha7rfb87mN/sR+GWivKxh3J7/YNhGL6Yf7Pk9PSU4i4IT6HejyDOwI68CDO2a9WTwZkfnhBLW+tnCspW10T9+z/E2nO3znxKTdOQTqeRzWaxsrKCZDKJ4+Pjc0XoSCQSOkE5bA5lu6DbRReIrVbLiUvZ3NzEtWvXsLa2NuNWTkfQNwlIUJ4cEpQJgpg1i9anCIKA1dVVrK6uDj1mmmafu/n09BTpdBqapsGyLMfdPPiHlYhF7lj2kKDsHyjy4lFBvp2dHdbNIEIE9X7EQsDKodxsNj19Tb8hiqJngzPHRzD4CUubowW64qv/OCQom6aJfD4PRVFgGAYODg7wwgsvTDTZC+MxobCJc7bYOomg3BuXAgDJZBIvv/yybxdzQf9Mg35984AEZSKo0PeamAU8zzsisRu6rve5m8vlMjRN63M3D4rN0Wh0bu5mEpTZQ4Kyf9B1PbS1j2wKhQK2t7dZN4MIEdT7EcQZkEP5saDsGXwEMB87KqWN4Wy8Xir/9l0AjxaStVoNiqKgXC5jd3cXN27ccK0cTrgTNhHdFpTH2Syp1WqQZRnlchl7e3sj41L8BDmUvWUR7iESlImg4lk8FzFEmN53URQhiqLriSTTNPsKBZbLZaiq6ribRVF0dTdPI0aSoMwe+gz8AzmUgVKpRA5lwlNIUCYWAhaTVRKUWQjKfJ+gLCZGi3bNH72Phw8fIpvNYmlpCclkEjdv3pzZ94UWqMHlvFgTXdeRyWSgKApisRhSqdRMv1te4DfBddb47fra7TYajQbi8bhvFzQkKHsLvdfeQeM1G/zUB7OG53nE43HXDWfLsvrczc1mE6VSCaqqwjAM8Dx/prt51Pe62+1CkqR5XhZxDuRQ9g/0WVDkBeE94b7jCGIEJCg/EpQ9fQ/4CIDHAra0NlpQbufKiEQiuH///swFHEEQ0O12QzcxCcui3P58e7EsC6enp5BlGY1GA/v7+7h79y6i0SijVk5H0B3KfhBHLctCqVTCyckJNE3D0tISNE0bEgji8bgjEEiSxOwe88N7RhDzICxjl9+wLMuXxer8BsdxkCQJkiRhfX196PFut+u4mzVNQ7FYhKqqaLfbsCwLkiQNic2xWIyK8vkAEjH9AzmUHzmUn332WdbNIEIE9X7EQsBikRCJRELvvJAkyfvIi97XX4uN/nnDxKY6n6KBgiBA1/VQTRJtx2cYFie9Ymu73YaiKMhms1hdXcXh4SESicTCixN+c/DOGpbX1263IcsystksEokErl69itXVVXQ6HUdc6RUIVFVFPp93BAKO4xCNRl0FgnmKMyQoE0GFBGU2TFPclnhMJBLB8vKya1SbZVnodDrQNA2tVguNRgOFQgGqqqLVaqFQKCCXyw2NJyw3L8OEYRgLEYMWBsK2bnODHMqE14T7jiMWBpoQsUEURWia5t0Lcv1CprByvlBc/LvXsXL96sybIoriyEiEICIIAgzDCIWgzPM8SqUSfvKTn6DT6SCZTE5cvNHvBL3f5HneU3HUsiwUi0XIsox2u41UKoUXX3zR+c4MitvnCQS9YvPp6SnS6bSTtenmRltaWpr63iRBmQgyQe/z/AgJyvPH3oCMRqND7uYf/ehH2Nvbc+brvZuXnU4HlmUNbV7aJ2fCMNfzAspQ9hdh749IUCa8JjgrZ4KYAxzHhXqyzCRDuQcrcv5x/co33wQ+83/OvCm2QzlM2ILyokY8jEOz2YSiKFAUBWtra7h+/TpWV1dZN4vwMZqmOQ72jY0NXLt2zbUgEzC+oMVxnLO4H6Q3a7PVaqFerzsCgX2CoFccsOM0xjmpQYIyEVTIocyGMM+R/YBdXHhlZQUrK8OFrG13c6vVgqZpqNVqyOVyZ44ntuBM7ubxocgLwk+USiXs7u6ybgYRIqj3IxYCVpMaW1ANssA2Ci8F5UajgYiuozfkYm17eHI89HtvvTeX9tjiapgIauZut9tFLpeDLMvgOA6pVApPPPEEotEoicmEK+e5kefJeVmbhmE4zmbb3TyqsFM8HnfEARKUiaBC32s2mKZJwiNDzosp63U3u2EYRt9pmWq16ribB6OZescW2kR4DAnK/iDIEW+TUKlUsLm5yboZRIig3o8gRmAX5iNBeT7ouo5sNot0Og1BEPCMIAI9NQClpfOPkHWyxbm0zXN3tg8Imoheq9UgyzLK5TL29vbwzDPPODl3JycngRTPiemYxI3shhcuSUEQsLq66roZYppmn9hs52y2220Ajxa+uq6jXq97lttMEF5ADmU2UFE+tkwbtyAIwkh3c7vd7hObs9ksNE2DaZoQBGFIaLZPy4TpXiRB2R8Yxnxq6iwSlmWFphYO4R+o9yMWApYO5U6nc/4PBpR5iKqWZaFUKkFRFDSbTezv7+POnTuIxWKw/msGaD3+WV7gIKytwKg1znw+s21A/UDB0uXkTNsZNHF1HIJwzbquI5PJQFEUxGIxpFIp3Lx5c6gPiUQijshGhBvbjXxycgJd15FMJi/kRrYdwCzheX5kbvOPfvQjLC8vg+O4odxmURSd+IxZ5jYThBeQoMwGirxgyzzzezmOQywWQywWw8bGxtDjuq73uZsrlQpUVYWu687vDgrOQdzApAxlf0AF+R6f1KGxkPCScN91xELB4qiuJEmhc6n2EolEZnaEqNVqQVEU5PN5JBIJXLlyBevr6/2DHj88IRO3EyMFZQAo/O3ruPx//cZM2um8rtcFCX3AogrKlmWhXC5DURQ0Gg3s7+/j3r17kCTpzN8RBAHNZtPDVrKDhBZ3NE2DLMvI5XLY2NjA0dFRoCNQOI5zsjYHj0P25jarqopGo+G4m+3F8qDQHI/HIQgCfbcIX0D9HBtIUGYLy/dfFEWIonjmaZled7PbBuags3ncWgB+gwRlf0AO5UcnMyc5VUcQs4AEZYIYgR15QVwMwzCcSAue55FMJnH16tWzJ14ugrK0tQ71fXnk65z+67dnLigvqrg6DZFIZKGuuTeeYG1tDYeHh0gkEmOJCkHNix7Evs6wuzZsLMtCoVDAyckJDMNAKpXCSy+9NLPFoN9FrbM2ZifNbR50og2KAktLS4hGo75+L4hg4fd7L6iQoMweP37veZ4fWXh2cEwpl8tOLQB7TBkUnKPRqG+/a378DMKGruuhF5SLxSK2t7dZN4MIGbTCJBYGVg7ler3u6Wv6kUkWapZl4fT0FIqioF6vY29vD7dv33adVA7hJihvnO8YbPz3d8dq2ySIorhQ4uosEATB9zEQpmmiUChAlmUYhoGDg4MLxROERVDmeT7whUrG6Z9UVYWiKMjlctjc3MTTTz89Fzey3xeVFx1Hz8ttto89t1qtodxmu6hTb5xGEI89E2whQZkNJCgTk2KflhFF0dVN2TumqKqKUqkETdP63M1um5i0cR5uSFAmQZlgA/W8BDECcig/duqeN0j3CjZra2tIpVJju0UdXBYl0sZwoZBB2unC+K8xJoIghC7uxM8xEM1mE7Iso1AoYGtra2pBMEyCcpCv0xZI3foZ0zSdbOR5uJEXkXlszPI8j3g8jng8jq2trb7HBos6VSoVZDIZqKpKwgAxU0hQZoNpmvS+M8Rro40X9I4pgwzGMzWbTRSLRWiaBsMwwPO8a5TGvE7MBPH9X1RIUAYKhQJ2dnZYN4MIGTRjJxYGFhNWEpQfF+ZzG6S73S5yuRwURYFlWRcuZuXglqG8PjyhHMRUO+jkS5B2t8792XEJq0PZT9fc7XaRzWahKAp4nkcqlcLR0dFM3FBhEZRnmYPuR2wHdu93QlVVJxt5FpsPQcLrkz6jijqdJQyMym22MzZJwCIIf0AOZcJLzotn6na7fe5me0xpt9uwLAuSJA2NKbFY7MLrFvr++wfDMFw3IcJEqVQiQZnwHBKUiYWBBGU22IKyjWVZqFQqUBQF1WoVu7u7OD4+ns0g7hZ5sTZGVAaA/N9+Han/4+PTt+FnhNWhzFpktSwLtVoNsiyjUqlMFpkyAWERlIMeeWFfX68budvtIpVK4eWXXw61G9kNFtFRZzFObnOvMDCY29zrQrPjNCi3ObxYlkXCDgPofWcHucOHiUQiWF5exvLy8tBjlmWh0+mMLD7r5m6WJOnM99kwDDpR4xPIofwo8uLpp59m3QwiZFAPSBAj8JtjkwW2oKxpGtLpNLLZLFZWVpBMJnF8fDzbyayboLwaHetXT//5WzMVlMM4SWdZlE/XdaTTaaTTaSwtLSGVSuHWrVtz+xzCIigH/Toty8J7772HUqmEra0tXL9+HSsr58fkhBU/CcrnIQgCVlZWXD/PwYzNQReands8+IeEr+CyKN/roEEOTXaYpkmbphPAcRyi0Sii0SgSicTQ491uF6qqOmNLPp93rQfQ+8c0TRKUfQIJyuRQJthAPSCxMLAQ+MIoKvZiL9rffvttCIKAg4MDvPDCC/ObPLllKK9KY/1q/d/fnnVrQofXGyiWZaFcLkOWZTSbTRwcHODevXuQpPE+82kIutBqE8QMZbsw48nJCer1OnZ3d8mNPCaLJCiP4ryMzd7c5mq1imw2C03TnMV/b4FAym0OBpShzAYS1Nhhu2qJ2RCJRM7cxOwdVzRNQ61WQy6XQ6PRQKfTwZtvvkkRTYwhQfmRQ5kEZcJraAZAEGMQpoWKHTmgKArK5TJisRh2d3dxdHQ0/xd3y1BeHm9y0JZzs24NgHB99l4JypqmQVEUZLNZrK+v48qVK1hfX/f0fQ7LZxqkDOVWq+UU/tze3saNGzfw3nvvYXt7mxbVYxIUQXkUo3KbATi5za1Wayi3mef5PjHAFp5JFPA/YRqr/QTFLrCDBGXv6B1XeimXyyiXy3jiiSf6Ts1Uq1WoqopOp+M4owdzm+nUzGyh+JFHDuXd3V3WzSBCRrjvOmKhYDVhtUW2oO96ttttJ9JiaWkJyWQSN2/eRC6XQ7PZ9KYRbpEXy+NNtrrNNjqVKqTEcBbnRbFdrGGZoMwzb9d2lcqyDMMwpi/gSIzFojuxe93IpmkOZSOHQSCdNWF/v0RRhCiKWFtbG3rMPvJs/8lms32igFu+ZiwWO3N+Evb32ktIUGYDRV6ww94EI9hhi5ijIposy4KmaY7gbNcD6D010zuexONxxGIx2si8AGF/v05PT7G9vc26GUTIoJU8QZyDXZgviIKyLdYoioJOp4ODgwPcv3+/71pFUfSuMKHLxFiM8eAiEVhjiGKlV/8R+//7r82sOfZmQlhEz3lMxBqNBhRFQaFQwPb2NmXcesyiFuVrtVqQZRn5fN5xI7t9bxb1+lgR9sXWeYw68jyY21wqlUbmNhuGQd9NDyFBmQ1UlI8dlKHMnnHWCBzHOePCWadmxi1Aa/9/LBaj+47ow7IsGIbhSWwgQfQSDpWECASsFgq2oOxWMXhRqdfrkGUZpVIJ29vbODo6wurqquvPSpIEXde9aRg3PDHmOA7i1jo6+fK5v17+p3+bqaBsFyQcPOJGjMYwDGSzWSiKAkEQkEwmcXR0RJNfBixShrJpmsjn85BlGZZlIZVK4amnnhr5vfGboOx3QYvjOF+9X4vEebnNnU7HidKoVquo1Wqo1Wp47733+hxovfnNYdms9AISlNlADmV2UOQFe2ZxitE+NeO2DjNNs68mwOnpKdLpNDRNg2VZEEWxT2juzW4OExS98xh6HwivoZkssVCwON5si4qLTqfTQSaTQTqdRiwWQzKZxPXr189dCHh6/S6RFwAgbSXGEpTr3/vRTJvjdZE6v3CRhbllWahWq5BlGdVqFXt7e3j22WextLQ0p1ZOjy2uBXkxvAiRF61WCycnJygUCtjZ2cHNmzfH3sDzm6DsdygiZD7YGZnRaBSJRALAowXu9vY2NjY2nNxmW3C23c2GYQzlNtt/JEmiheEEkKDMhqCPoX6GBGX2GIYxV9NJ7/gwiO1I7Y1pKpfLzthiO6MHxeZoNBq4ezZMp0nPotVq+XrNRQSXcN95xMLBYjFsO5QXEdM0USqVIMsyNE3D/v4+7t27N9FxGD8IyuLmcNalG+oHmVm2BqIohk5QtgW6cRcpnU4H6XQamUwGS0tLSKVSOD4+XoiFvS22Bm1i3QvP877cELPdyCcnJwCAVCp1IRe73wRlv4taJCizYZLc5lqtdm5xLXJDAAAgAElEQVRucxAFAWIxIUGZHSQos4elkMlx3Mix5byYJkmSXAXnRRRmdV0PnSt7EDtakCC8ZvF6DILwGEmSoKoq62ZMRG9u7dbWFq5du+Y62RiHSCTinWBzxqJE2nCP4xikW1dhNFsQloePJF8EQRB8KcbNE1tkHbVIsSzL2ahQVfVCGxV+wL7WIE9C/eZQbjabkGXZcSPfunVrqjghvwnKgL9FZRKU/cd5uc29x53PEgR6ozRisVgoRSY/33dBhgRldgR9Q3wR8LMz9ryYpt6TM81mE8ViEZqmOSdnztrM9GM/S4IynBhLgvAaf/aABHEGLAYxSZJQrVY9f91J0XUdmUwGmUxmcXNrI+5dkpQYX3AqvfYv2Pu1j8ykOWF0KNsxH27isKqqUBQFuVwOiUQCTz75JNbW1nw5uRwHv4mt88APGcqDbuTDw8OZ9U1+EpQ5jvO9YOv39hH9nHfc2c5ttp3NuVwOqqrCNM2+3OYwZGuSoMwGyi5lh32fE+wwDGMhN/A4joMkSZAkCevr60OPd7vdPndzsVgcKkLrJjizei90XQ/9vWAbNQjCa8J95xHEGPg58sJ2iiqKgmazif39fdy5c2cueV6eLNa4MxzK6+M7jstf/+bMBGVBENBsNmfyXIvCYG50b6G0breLVCqFF198MRATtzBkZHt6wmCAQTfy8fGxq1NmGvwkKC8CJCgHB7fc5l563WeD2ZpBzG0mQZkNlmUtlnEhQHS7XUSjUdbNCDWzKMrnRyKRCJaXl11PkA1uZtbrdRQKBaiq6pxwdBOb5zm+GIYR2M3ScSmVSiQoE0wIXg9IBBpWDmW/CcqtVguKoiCfzyORSODKlStYX1+f2/tjOznnPmk6K0N5bXyBvPbdt2bVmlAIjoPY19xoNCDLMorFInZ2dnDjxg3XI9mLTBgcyl5fo2mayOVykGUZHMddOBt5XEhQngwSlMPDebnNve6zfD6PVqvl5DZHo9E+ISAej/s+t5kEZTZQ5AU7KEOZPX6OvJgX521m9tYF0DQN+XzecTfbzuhBsXnaqCZd1xcudm/WFItFHB4esm4GEULC1QMSxAXwtCjdCAzDQDabRTqdBs/zSCaTuHr1qieTSVtUZyUoS6vjOzDUnyizao1vPnuvMAwDrVYLb731llNg7+mnnw7sYjEMgrJXgmuz2cTJyQmKxSJ2d3fn4kZ2ww+RHosECcoEcL77rFdsPj09RTqdhqZpQ7nNfjjq3NtuEpS9hwRldpCgzB5y6A8zqi6AZVl9dQEGo5oikciZUU2j+ndd16eqxxEEisUi7t69y7oZRAghQZlYKFgsFnieZ7YAtywLp6enUBQF9Xode3t7uH37tmue4jzxTFg9S1BeGf8Yk1FtwtR18DM4+hQGh7JlWahWq5BlGdVqFZIk4fLly7h8+TLrps2dsAjK87pG2418cnICnueZbECQQDoZ9H4R58Fx3MjcZjtKo9VqoV6vO+6zXjHALhDoZW4zCcpsIEGZHVSUj1g0OI5DLBZDLBbDxsbG0OOGYTjOZlVVUa1WoarqmadnbHczFeWjyAuCHSQoE4QP6S1+tra2hlQqhUQiwWyx5J2gfEaG8vIEXZUFlL7+Tex85D9M3ZwgO5Q7nQ7S6TTS6TSWl5eRSqVwfHyMk5OT0CzKwyAozyNDuTcOZXd3F88884wnbmQ3KPJiMkhQJqbhvEJOthhgC86Duc2DuZrxeHxmuZrkFGQDFeVjh72JQxBBQRAErK6uYnV1deix3tMzmqahUqkgk8lA0zS0Wi00Gg0sLy8Pic3nuZuDgj0nJwivIUGZWChYDQi2y2+eE7dut4tcLgdFUWBZFpLJpG+Kn7F2KIvxyRaJ5X/415kIykFzKFuWhWKxCEVRoKoqDg4O8ODBg75dfUEQ0G63GbbSO8IgKM9KcLX7J1mWwfM8Dg8PfRGH4jdB2e+Crd/bRyw2o8SAwdxmu4iTnat5lvNs3D6GHMrsYD0OhBWKvGALjaXeMur0zHe/+13cuHGjb1Pz9PQUqqpC13XHGd07tkw6xvidUqlEgjLBBPZKFUEsAHaG8KyjJizLQqVSgaIoqFarnmaPTgJrQVmQePDxGMyWNtbT1N7899k0h2HcySxRVRWyLDtFHJ988kmsra25Lr4FQUCz2WTQSu+JRCKBF8+nFc0bjQZOTk5QKpWwt7fH1I3sht8EZb9DgjLBimlym0VRHIrR8ENuM0GwhARltoSxIJ9fMQwDsVgMHMe5bmiaptmX3ew2xtgCczwedwTnRYrR6HQ6iMXGL2JPELOCekFioeA4jsmCeNaCsqZpSKfTyGazWFlZQTKZxPHxsW/dNaIoeiMyjtgllrY3oH2QGetpWu+fzKpFC4tpmsjn85BlGaZpIplM4qWXXjp38RGJRALlyh6FIAhotVqsmzFXLiK49rqRI5EIUqkUrl+/7ksXBwnKk0GCMuFHxs1tVlUVjUYD+XwemqY5gtrS0pIzR7OPPAuC4Ns5FUHMAhKU2UKCsr8Y1d/zPD9yjBmMayqVSq5xTb0u52g06pt5Mc3rCJZQL0gQYyCKIjqdzlTPYQt8iqLAMAwcHBzghRdeWIjJyCyufyzOcCgDgLS5PragrJ82YHa74EM40a7X65Bl2SnOcPPmzYkqHwuCEPgYCJswRF5MIqgMupFZFACdFBKUJ4MEZWLRGDe3+YMPPoBhGEin084xZ7fcZlsIILGZWHQov5otJOj7h2nmNRzHQRRFiKKItbW1ocdN0+w7QWOLze12G5ZlQZKkoSgNe1PTK9rt9szqERDEpPhfySKIAVg5lC8S+WBZFmq1GhRFQblcxu7uLm7cuDGRwOcHLnr9EzNSUB4+wnQmpoXKv34bm//hpemb5EF+9rQYhoFMJgNFUSCKIg4PDy/sKA1abvQowuTGPotut4tsNgtZliEIwlTfHRaQoDwZJCgTQcPObV5eXkY8Hu/LkDRN0xEBBnObAbiKzUHK1CSCjX1qk2ADOZT9gWmac+2zeZ5HPB53jXsbPEHTbDZRLBahqiq63a7jjB4ca2a9qVksFrG1tTWz5yOISaBekCDGwI68GJd2u+1EWiwtLSGZTOLmzZsLO/FjnaEMAOLGykRPVfz7f5mJoGwLrH4TlO38bVmWUavVsL+/j+eee27q/KywCcpBdyifhe1ktze6nn32Wd+7kd0gQXkySFAmgopbUT6e50fmNvdmalYqFWQyGaiq2pepaf+xczVJQCIIAiBB2S/ous4s6/i8EzRuxWg1TXPczXYx2kHBedI1Z7FYxPb29qwuiyAmgnpBYuFgIcpKknRuhrBpmigUClAUBZ1OBwcHB7h///5CBfqfhVeCMsdxsDgOcBE8pMRkru7at38wkzbZ1x6NRmfyfNNib1ZkMhmsrKwglUrhmWeemdl9QYJycFl0N7IbHMf5SlD2+6YhCcpEUHETlEfBcRxisRhisRg2NjaGnmuU68zObR78I4qi7/sAgiBmAwnK/kDXdd9+DucVo+10Os44U6/Xh+oDuJ2iEUVxaN5OgjLBEn/efQThM0Y5lHsza7e3t3F0dORaYXaR8dQFyEeA7rCgKa1N5p5svffBTJrjB4HVsiwUi0XIsgxN05BMJvHgwYO5bFaEyfEZFkG52+3irbfewunpKfb29nDnzp3AVILmeZ4E0gkgQZkIKpMKyqMYJ7dZ0zS0Wi3H3WznNttCdTweD3xuM/Ul7LAsi95/xvg9Di8sGIaxkOYtjuMQjUYRjUaRSCSGHu92u32RTfV6HfV6Hb/9278NANjZ2cHly5fx5JNPOidrVFW98GnDb3zjG3j11Veh6zo+8YlP4LnnnnMesywLf/AHf4CvfvWruHr1Kr761a8ObcQS4YUEZWLhYOVQ7hWUO50OMpkM0uk0YrEYksnkwjv9RuHpe36moDyZANYpVWeywPQs7sOFVqsFRVGQz+exsbGBa9euuRaMmCVBW/COIsiCcrfbdXK12+02tre3Fzp25yzCtAEyC0hQJoLKLAXl8xAEASsrK1hZGY7iGizgZDubB484D/5ZxPnjvLNLibOxLIvee8YYhhGYzflFhmXkxTyJRCKu48ybb76JbreLn/70p3jnnXfw7rvv4gc/+AEKhQJ+8Rd/EaqqYnV1FVevXsXVq1dx7do15/93d3ddx8lms4nPfvazeOONN9DtdvGRj3wEr7/+uvP4N7/5TXzmM5/BH//xH+OXfumX8JWvfAW/93u/N/f3gFgMSFAmFg4Wgogoimi32ygUCo5LdH9/H/fu3YMkSZ63hxWeLNjOyFEWVyd8n7sWqt/+PhIvPHf+z47Aa4dyt9tFPp+HLMuwLAupVAovvfQSuSDmQBAF5Xq9jpOTkz438ve//31sbm4GTkwG/CkoeylsTQoJygQxX84r4NSb21ytVpHNZqFpGkzTHMpttv/49Tg3CcrsIHcseyjywh8EVVAeRSQScUTij3zkIyiXy/jUpz6FX/3VXwUA1Go1PHz4EO+//z7ee+89vPHGG3j//feRy+XA8zw+9rGP4Q//8A+d5/va176Go6MjRCIRRCIRiKKIN954Az/3cz8HAM5/AeDu3bu4du2atxdM+BrqBQniHBqNBhRFQb1eR7FY9MQl6kds8W3uk6czFidSfPLJQvE//9PCCMq90Sm7u7s4Pj52XZASs8Ovot+kGIbhZCNLkoTDw8M+N7IfRddZEeRrmwckKBNBxc8bOTbn5TYbhgFVVdFqtVxzm+08zd44DZa5zSQos4MEZfaQoOwP/FTnhhXFYhE7OzvO39fW1nDnzh3cuXNn6Ge73S4ajUbfv7355pvY3d11/n7p0iX88Ic/7BOSAaBarYLjOPzKr/zKjK+AWGSoFyQWDi8mzrquI5PJIJPJQBAEJJNJLC8v4+bNm3N/bb8iiiI6nY4HgrL7BFlannziXP3W96dtDURRhKqqUz+PG4ZhIJ1OI51OQ5IkpFIpX0Sn2IXOWLeDGE2tVoMsyzg9PcWlS5fw3HPPuR6/DKIT24YE5ckgQdlb6L32jkUQlEfBcRxEUYQoiq6mhcE8zWq1ilar1ZfbPOhsjsVic31PTNNc6Pd8kSFBmT2GYdBn4AMMw3CNHwoTthlpHCKRyFBtgGq1isuXLzt/F0UR+Xy+72eKxSI+85nP4C//8i/x/PPP4zd+4zembzgRCEhQJoifYVkWSqUSFEVBs9nE/v5+X/Gq999/P9QimyRJ3mQJc2dEXsR5gOOACRborXceTt2cWTuULctCpVLByckJGo0GLl26hOeff95Xu+v2NYcpzmVR6HUjR6NRpFKpc7OReZ4PrKDsN4HU7+KK396vIOP370LQWHRB+TzOytMEhnObS6WSJ7nNlOPLjm63S+89Yzw5tUmcSxgjLwYpFotjC8pubG5uQtM05++tVmtIdN7e3sZf/MVf4Bd+4RfwJ3/yJyQoEw7UCxILx6wXDL2FzxKJBK5cuYL19fWh17EFVT8Jf17iWXG6MxzKPM9BSKzCOK2N/VSdQmXq5szqutvtNtLpNDKZDFZWVpBKpbCxseHLBTAJyv6jVqvh5OQElUplpBvZjUgkElgXrx/vH79DgjIRRIIuKI/ivNzmTqeDVqvlmtssCIIjMPdGaYwjlIXZZMEa0zTJHcsYirzwByQoP9IypnFp37lzB6+99przd1mWcffuXdef/djHPoYvf/nLF34tInhQL0gsJNO6rGyXXzqdBs/zSCaTuHr16sjJmSRJ6HQ6JCjPmxGLE2k7MZGgbBkm6v/9baw+c/3CzZnGoWyaJorFIhRFQbvdxsHBAR48eOD7iY/XhQhZ4ud4D8MwkMlkoCgKotEoDg8PcevWrYlFkyA7lInJCKvgRgSfMAvKo+A4DtFoFNFodCi3GXgkxtjO5larhVKphFar5ThgB13N8XjcyW3269gZBijygj30GfiDsAvKth4yzfj30Y9+FF/84hdhmiZ0XYdhGLh79y5ee+01fPjDH0az2YQkSRBFEW+//TZ+/dd/fVbNJwIACcpEaLAsC6enp06Bvb29Pdy+fRtLS0tj/b6dIRxWWDuUAUDaXEdrwqcr/t3rUwnKoihOLK62Wi3Isox8Po+trS089dRTWF1dvXAbvEYQhNAIkHa+sJ8WxdVqFbIso1KpYH9/f+pIlCA7lInJoMgLIqiQoHwxJsltrtVqUFUVnU4HHMc5m5WKoniW20w8gsRMf0DfdfaE/V6ws7yn+S4uLy/jC1/4Aj7/+c9DEAR8+ctfhizL+PSnP4133nkHX/rSl/Bnf/Zn+PjHP47t7W38/u///gyvgFh0SFAmFpJJFsWqqkJRFORyOaytrSGVSiGRSEzc8XqWIexTRFFEs9mc/wuNEpQ3JhdlK9/87jStgSAIY33u3W4XuVwOiqIAAFKpFK5du7aQk5xIJBIah7ItKLN2N9huZFmWEYvFLuxGdoMK1xE2JCgTQYUE5dlzXm5zLpdDsVh0apD05jZLktQXoWGLzYs4J/IjYRfRCKKXMPf95XIZm5ubUz/PK6+8gldeeaXv3959910AwOc+9zl87nOfm/o1iGBCgjIRSHrFPcuykEwm8eKLL06VdWVHXoQVP0ReiBuT50M1335/mtac6+6s1WqQZRnlchl7e3s4Pj52zTFcJMIUeWELyqyoVqs4OTlBtVrF/v4+7t69O/NYHdbXSPiHMC+6iGBDgrK38DwPURQRj8eRSqX6HrNzm3udzblcDqqqDuU29/5hvbG7SPjtZFXYoI1Z/xD2z6JYLGJnZ4d1M4gQQ4IysZC4LRosy0KlUoGiKKhWq9jd3Z2puCdJEur1+kyeaxHxReTF+njxJL20s6VpWuOKruvIZDJIp9OIRqNIpVK4efNmYBazYRKUWcR7GIaBdDrtHBM+PDzE8fHx3L4/5FD2jqD0AQRBEOdhWZarqNmb25xIJIYe781tVlUV5XIZqqrCMAzX3OalpSVIkkT9aw+maVLhZIZQfrg/oI2VR4Ly9vY262YQIYYEZWIh6Z1UapqGdDqNbDaLlZUVJJPJuYgz5FD2gaC8NrmgbOldtN77KeLXrkzTKieDW5ZlNBqNmWTb+hVBENBut1k3wxO8cu9aloVarTZ3N7IbYXAokzuRIMIN9QHec1FR7bzcZk3TnCKBg7nN0WjUKQ5oi83RaDR0ohJFXrCl2+1OdeqVmA2GYYT+ZEOxWMTu7i7rZhAhhnpCYiHpdrvIZDJQFAXdbhcHBwd44YUX5jq4k6DsUVHCUYLy6sXEt8Lffh1X/p/futDvapqGdruNb37zm1hbW8Ph4eGFMrgXCUEQ0GpNWv5wMZl3XrTtZvfKjewGz/OBdpzbucBBvidnSdiPhxLBhPoA75mHSzMSiWB5eRnLy8uur9dut4eczZqmObnNbu7mIAqvJCizxS6ERrBF13USlMmhTDCGBGViIanX66jX67h586brpHMeeCao+pTzsoRnxqgM5ZWLHe87feO/TSQom6aJYrEIWZbR6XQgCAKef/75hc9GHpcwFuWbJZZloVqtQpZl1Go17O/v4969e8yOp0YikUD3XXakR9gcagRBPIYEZe/xut/tjcMYZDC3uV6vI5/PBza3mQRlthiGQQ5lH0CCMlAqlfDEE0+wbgYRYqgnJBaSjY0N16rT80QUxdCIbG54tlAb5VBeuViX1fwf7433c80mFEVBPp/H1tYWjo6OsLq6iu9973uhcvWFKUN5loKyH9zIbvA8H+jIC8qIngzW30eCmAckKHuPaZq+ETXPy202DMMRm1ut1lBucywWc0RmO07Dz7nNlB3LFhKU/YGu66H/HCjygmBNuO9AYmFhMcHz66TSa+a+aBslKMcvtnBpZ4pnPtbtdpHL5SDLMnieRzKZxFNPPdU3UQ+TwAqE63qnFZRtN/LJyQnq9TpzN7Ibnp0uYITfBGUaKwjCe0hQ9p6zivL5EUEQsLq6itXV1aHHenObVVV1nM3tdrsvt7n3TywWY3rtfhLzwwhFXvgDylB+5FDe2dlh3QwixJCgTBATEuZFiy2+zXU3eISgLMZ4cKIAS59M7DTbOrR0DrGDPeffqtUqFEXB6ekpdnd3cfv2bddjlED43OlhKOJmE4lELlSAUNd1pNNppNNpxONxHB4eYmNjw5d9g98E11ljZygTBBFewjw3Y0VQooZG5TZbltUnNp+eniKdTju5zaIo9hUI9Cq3mSIv2EJF+fyBruuIxWKsm8EUcigTrKGekFhIWC0abOdmWHdDRVGc//GicxYn0lYC7ezZjuOzyP+/r2H/P/1vjggYi8WQSqVw8+bNc79PgiBA1/WJX3NRIYeyO5ZloVKpQJZl1Ot1HBwc+M6N7EbQNwj8IJjb340PPvgA9XodsVisT2SIx+OIRqMkeBHEnCBB2XuCIiiPguO4kbnNuq47MRp2brOmaY7g2ysy22PCLNYQJCizhSIv/IGu666nDsJErVZzjfkhCK+gnpBYWFi40iRJQqfTCb2gfJaTdyaMcCgDgHhBQfmnf/sPkJ+9eqFIAnIoB5dxrtV2IyuKgpWVFaRSKd+6kd3wg+A6T1hen2EYznfDdqovLS05xaFarRZKpRJkWUa73YZlWa5ZndFoNPDCDEHMExKUvScMgvIoOI6DJEmQJAnr6+tDj/fmNquqikqlAlVVoev6UG6z/WfcjUfKUGaLYRihd8b6gbAX5bN1EOoLCJaQoEwsLCwFZbdjcWHAFpTnyjmCsrS5dqGn5X6axcsvv3yhBacgCBeKRVhUwrQoFwTBVVC2HacnJydoNBo4ODjA/fv3fe9GdiPoGwQsBOV6vY4PPvgAlUqlb5PKsix0Oh1HHNjc3Oz7Pcuy0G630Wq1oKqqUxjKPj5tZ3X2uptZZ3USBEG4YZpmqOYLkzIqt9k0zT6xuVAoOLnNAFzF5sGxgMYFdlCGsj8Iu1Pc7oOpHyZYEt47kCAugCeCqo8RRRGdTme+L3KeoLyxcqGn7WSKFx5wRVFEs9m80O8S/iYSifS5zzudjhOLsrKygsPDQyQSiYWerJFDeTbYBTxPTk4giiIODw9x69atib4bHMchFou5OptsMdoWmyuVSl9WpyRJQ2Lz0tISiQoEAXIos8CyLBLVLgjP8yNzm9vt9sjcZk3T8MEHH3ia20w8JuxCpl8Iu0O5Uqm4no4gCC+hnpBYWFgsHGyHcliRJGn+gjp3TobyxsXc4abaQad4Cml7Y+LfDVuGcpiwBeXT09NAuJHdIIfydLRaLXzwwQcoFovY29vDs88+O5fYH47jEI1GEY1GsbHR30/ZYrMtMFSrVWSzWWiaBtM0hwpDxeNxxGIxEhiIUEGCsrd0u116z+dA78aj21ig6zq+853vQJIkNBoNx93sltts/xFFkT6rGUJF+fxB2LPEi8UidnZ2WDeDCDnUExLEBEiSBFVVWTeDGZ44dc/LUF6LX/ipC3/7D0j+5scm/r0wFamz4Tgu8PmIthu5XC5DEIRAuJHd4HmeBOUJMU0ThUIBJycnsCwLh4eHePrpp5ndD71i82DxlbMKQ6mq6ojNvUJzt9sldxVBEFNjWVag5wh+xM5tjkQiuHTp0tDjo3KbewsMXiS3mXgMjaH+Iczf3UKhgO3tbdbNIEIO9YTEwsLKoVytVj1/Xb/ghwxlfvniR5tO//lbFxKUwxh1YovoQXHp2liW5biRm80mLl26hOXlZTz77LOsmzY3eJ73PG/eS2aZp69pGmRZRjabxdbWFm7cuIGVlYvF7HjFeYWhesXmRqMBXdfxve99D6ZpQhCEoQKBS0tLtFAmCOJcgr7p7FdGjXfn5TZrmuaIzcViEa1Wy8lttjP8e8cDyvB3hwRl9liWFei57TiUSiVyKBPMoZ6QICYg7JEX3gjK50xcp9A36z94+0K/F0aHctAE5d5s5NXVVVy+fNlxemazWcatmy9Bd29M61C2LAulUgknJyfodDpIpVJ4+eWXA3OMUhRFiKKItbVHBU3L5TKee+45RCIRR2y2BedisTh0dNoWFuz/0iKaIAiABGVWXPR953ke8Xgc8fjwSb/B3OZKpYJMJgNVVZ3cZjd3c1jHA3Lns8c0zcDM0y4KOZQJPxDOUYAIBCxEEk+K0vkYPziUE7sXLz6gneQu9HtBz6B1IwjX3OtGbrVaODg4wIMHD0JdwCOIXFRQ7nQ6UBQF6XQa6+vruHbtmiO6BpleR/eg2NxL79HpVquFcrkMVVWd6va9ooItNtO9RRDhgQRlNswjN/a83GbDMJyCsc1m03XzkXKbCS8Je0E+4JFD+ZlnnmHdDCLkkKBMEBPgSVE6H+OFoNwxuiNNyOLyxbutblODUatDWBs+CjiKME6IF9mVbQuF/z977xbjyHXe+/7ryiLZ3ewru3ua7LlfJY2kkUcaI+cABzgIdvyQvG4gQZDHAH40EMRw3vIWIAgQIA8GAgQBDoIcJAGS2Hsnju0ExvaxA+9zHHtLjiRLM6MZsni/N8m6V63zwCkOb91NdpOsYtX6AQ2Nmk2ySBZX1frVt/5foVDA+vo6rl69ikQiEcrPMQzMIpQJIWg2m/0GjEdHR3j//fdDNSmZNiLkrKXTtm33RbNbzaYoCizLAsuyE2M0wiYX5hnFQqH4EcdxQvWd9gvLbkTGMAwEQUAikZgYq+QeDwabxiqK0s9tliRp7AIkzW2mXBbTNENbIe9CIy8ofiDc30LKSuPFiUjQs0jPY1FVq47joFwuI5fLQdDbeOuMvxWjl6uGqfzzD3D4X3/9Uo8RBlZNKBNCUK/Xkc1moaoqjo6OaDVySJhGKFuWhXw+j1wuh1gs1o88CeuE9rLHMY7jsLa2NjFf2rZtaJrWl82jcmFUNMdisdDJZgolCNBl/95g27av3vezjgejuc21Wg2yLEPXdRBChnKbB3/89PpGCfM80E9YlhX6c/xqtUqFMsVzqFCmUChTM+8Jf6fTgSzLqFar2N3dxd27d7CytYAAACAASURBVBGHBfzo6an34QQG3FoMdke50HPWf/DvFxbKhJDQSI9VEcqD1cgbGxu4du0arUYOGSzLnrpyot1uI5PJoNls4vDwEO+9915gcsEvyqIn6hzHIR6PIx6Pj93mOM5QJVupVIKqqjAMo1/JNiqbRVGk32cKxYeE6ZzIT6xSdux5uc2GYQxdfCwWi9A0bahp7OAxwQ+5zcuuEKdMhkZe9CqUk8mk15tBCTlUKFNWFoZhPFlSyrJs6E8mLjOJsCwLxWIRuVwOPM/j6OgId+7c6UsOorTPfQxxZxPqBYVy++efXOh+giCE6mq4n4XypGrk999//8KTDIZhAp8FGeTXOFqhbNs2SqUSstksBEFAOp3GgwcPqPh4hZdRDCzLnimb3Uo2RVFQqVSgqip0XR9bNu0KBrpsmkLxFvr9Wz5BmYMwDINIJIJIJDKW2wxgqGnsaG7zYLTSaI7/ovdJy7I8l9oUKpQBoNFoYGdnx+vNoIQcOhpSKDMiiiIMw0A0GvV6UzzBjb2Y5WSKEIJWqwVZltFqtXBwcIC3334bkiSN//EUwkvYSUB9mZ9ls/uoLwsXuh/P86E6eeE4znd54bqu96uRE4kErl+/jo2NjUtPHtx9Ooiy1cWVrkF8je5rUxQF2WwWlUoF+/v7ePjwoSfj9CoIlos0MVw0g5VsoxMkx3Gg63q/ks0VC5qm9aXEaCWbJEkr8VlQKBTKLARFKJ/HWU1jR3Obi8Xi2GqX0RiNeR0TqFD2B6ZpTqx8DwuEkH4lP4XiJXQPpKw0XlRahV0ou435pjmAGYaBfD6PfD6PeDyOVCqFN9544+wTOvb8k2Rxe/zkclrstgJL1cBHJ8jsM/Bzxe4i4Hkeqqp6vRkghPQz99xq5A8++GCuJ1CuUA7yxYKLXAhaBRzHwcnJCfL5PBqNBtLpNG7fvh1IcT4vVlGyDlajjUIIGcrorNfrUBRlKKNzNEYjEonQfYRCoawkQb8APg2z5ja7q11Oy22WJGlqSU+Fsj8I++fg+o9VPKejBIvwfgsplAsiCAIMw/B6MzzDFcqnCfVRAXjlyhV86Utfmj63dBqhvDm+XHpqCFD//g+R/PVfnelu7usOC14L9EnVyJO6i8+DRTWb9BPTNK5bJTRNgyzLKJVKiMVi2N7exltvndXOc3n4PVfUy8iLReA2+jtNNuu63hcLjUYD+XwemqaNiQVXOkuSFHpZQ6FQ/EtYKpQvyjS5ze4x4eTkZGJu8+hxYVBc0vffH4Rp1egk2u021tfXvd4MCoUKZcpq48WkXRTFUInFUU4Tq6qqIpfLoVQqYXNz8+JxBIsWygDq3//xzELZa8G6bLx4ve7FiGw2C03TkEql5l6NPIkwCOUgvMbB/UPXdaRSKTx58gStVgulUsnrzVsZgiaUz8Jd+ixJ0lhG56BYUBQFzWYThUIBqqqCEAJRFMekQjQapbKZQqF4yio15fMbg7nNm5ubY7cP5ja7K15UVYVlWf2VMu7F+WaziWg0ShvHekTYhbLb0J5C8RoqlCmUGXEjL8LKoFB2HAflchmyLMNxHBwdHeHJkyeXOtFlWBbnqQ5h43JxI62f/WLm+4StQpnjuKUJZV3XIcsyisUiNjc3cePGjYVVI08iCLL1PFa5QtkwDORyOeTzeSQSCdy8eXMoU9Fvr80Vtn6dYIZJKJ/FWWKBENIXC4qijFWxCYIwJpqj0SiVPBQKZeEEPaLLS87LbXZXRxmGgVKpdG5uM41XWhxhF8q1Wo0KZYovoEKZstJ4VaHc7XaX/rx+QRAEtNttNJtNVKtV7O3t4d69exNzzC4MywHO6YJP3Ihc6uHNchXE0MGI0z+O25QvLPA8v1DJOlptuohs5GlZpjz3ilWT5m4jz0wmg06ng6OjI7z//vsTJw9+Esp+lciDUKF8PgzDQBRFiKI4dnGLEALLsvoNAtvtNsrlMlRV7S+ZjsViUBQFAPqxGlQ2Lw66Py8f+p57B41c8AaO4xCPxyFJEjY3N7G/v9+/zW0cO1rZ7MYrDa54cS9GzpLbTBkn7FnilUoFe3t7Xm8GhUKFMoUyK2GtULYsC8ViES9fvgQA3LlzB3fu3FnMwfw8obx2OaFsKyrIFz8Dc/fJ1PcRBMEXTeqWxaIiLzRNQy6X61cjj1abesGi5bkf8JN0PQvLspDP55HL5RCLxZBOp7G1tXWmqF2V1+YXqFC+HAzDQBAEJBKJiSsp3MrmFy9eQNd1ZDIZqKrab4o5KUYjzI2FKKuJ4zihljleEnaR5jWWZY2J4PMaxw7mNk+6CDla2RyNRkNdfTstq3ARf1HUajUqlCm+gJ7BUlYaLw4kYWrK51YJyrKMVquFg4MD3Lp1C61Wa+jK/Nw550RZXLvc0GVrOkj5Jcjt98FMeVIetgrleVa0EkJQrVYhy3I/+9arauRJrFr17kXw+2tst9vIZDJoNps4PDzEo0ePEIlMd+GICuXZoEJ5sbhLpuPxODY3N7Gzs9O/zbKsfoyGoiio1WpQFKVfcThJNlOpcD5+jpgJKo7j0PfcI2iGsre4Fwen5bzcZve44B4bRnObJUkai1cKe24zPYfpZSjfvHnT682gUKhQpqw2tCnfYjAMA/l8Hvl8HvF4HKlUCm+88QYYhsHJyQmq1epiN+CcxnxC7JIn0oTAqDQhZT4Crr091V0EQQh8LMIg8/huDVYjb21t+aIaeRJ+l63zwI/S1bZtlEolZLNZCIKAdDqNBw8ezLzv+fG1+RkqlL2D53msr69P7Mw+KBVOawY1KBVisRiVza+gQnn5EEJolaxH0MgLb7Esa64FEWcdF9zcZve44FY267reF9Wjlc2SJAX+u0m/Az2h/OTJ9CttKZRFQYUyhTIjQV0eP1hFqmkarly5gsePH49NWJfSnO4coSxG2V4V8yUkklZpIlJ4Blx9ONVENGwVyhfF3Y+y2SxM0/Q0G3laOI6Druteb8ZC8ZM0VxQF2WwWlUoF+/v7ePjw4cRlotNChfJsUKHsT86TCoOyudlsQlVVmKY5tNR6UDoLghAayUqF8vKhkRfeQWWat8xbKJ+Fm9scj8fHbiOEDMnmRqOBfD5/am5zkJrHWpYV+guqNPKC4hf8O8OnUKaATiAuj6IoyOVyKJfL2Nrawo0bNybmQrr4QSgzLANhawNmrXnhp1DLTWzaJlB4Cly5fe7fLypTOCi4na9LpRK2trZw+/btiWLEj/hJti4Kr6Wr4zioVCrIZrMghCCdTuP27dtzERJev7ZR/C5s/b59lHE4jsPa2trE5reDFWyKoqBYLEJRFJimCYZhJsrmoC2XpkJ5+VCh7B1UKHvLMoXyWQyO76MQQvp5/oqijOU2r3rEkmmaK7Oti6JarSKZTHq9GRQKFcqU1ceryfEqn0w7joNSqQRZlkEIQSqVwpMnT6Y6QV2KfJvifRV3ty4llLVy775E/gQMFcoTYRjmzP2cEIJKpQJZlvvVyNPuR34iDEKZ4zhPKuwHLzRsb2/j3r17E6XYZfCbUPY7VCgHi7Mq2BzHgaZpUBSlv1xaURQYhgGGYSBJ0pBQiMViKymbqVBePqt8Drzq0KZ83rIKQp9hGIiiCFEUJxYJnRex5B4bBqWzn44NVCgD9XqdVihTfAEVyhTKBXBzlKdtGuUX2u02ZFlGrVZDMpnEgwcPJk5Cz2IpJxPnVCgDgLi9ge4FH55hAK3c6v2PoYLUcmB2js65jz9OopaJK9FFURz6vSsJi8Uitre3V6oaeRJhEMrLlK6EENRqNWSz2X4TxkVeaKCCdDbo+xUeWJZFLBZDLBYbu82Vza5QqFQqY9mco5nNkUjEl8dCKpSXD23K5x20KZ/3rPq+f1bEkuM4Q7J58NgAYEw2e5HbbJqmL6rEvYIQMnF+RqF4QXi/iZTA4MXkWBRFGIaxEkLZsiwUCgXkcjmIoohUKoW7d+9e+sC/0Akcc/6JsrB9OYHpVigzAMiLD88VymFkMC/ccZx+NrJlWUilUvjyl78ciElNGKrPlyHNDcNALpdDoVDAxsbGufE582LVJ3bLhgplCnC2bB7M5lQUBbVaDbIsQ9d1EEKGhIIrnSVJ8vS7SMeB5UKb8nkL3d8pi4Jl2TNzm3Vd7696Gc1tFgRh6ELkonKbaYZyDzoOUPwAFcoUygUQBAGGYXi9GadCCEGz2YQsyzg5OcHh4SHeeecdSJI0l8d35dTCrg5PU6G8OVtl9ShapflaiqsnIJ0GmLWtc+8XpkoojuPQ7Xb7kQU7Ozu4c+fOSlcjT4JWKF8cQgharRYymQw6nQ6Ojo4mNvOk+AcqlCnnMZjNub29PXTbqFBwl0q7QiESiYzlci66eo1Wyy4fGnlBoYQPNypp0nxyMLdZVVV0Op1+dbMbEzIqmmOxGHien3n8Nk1z4sXQsKCq6tzm9BTKZaFCmbLyeDGJcCMv/Iau68jn8ygUClhbW0MqlcKbb7459/fIbcy3OKE8RYZy4nInErZqwOqoENZjvSrlZ/8B5u3/88z7LFyk+wS3Grler6PdbuPatWuBqUaeRBiE8rxfo2VZyOfzyOVyiMViSKfT2NraolJnBaBCmXIZzhMKhmH0ZXOz2RyqXhNFcWL1GhWTqwcVyt5Bx2/voBevTmfW3OZmswlVVSc2kHV/TotZCnuGcqVSwe7urtebQaEAoEKZEgC8Esp+qVAmhKBarUKWZWiatpQKQVcoT+osPBemqVDeuPyVWa3chLD+Sky3qyCaAkY6XVQvXKR7jKqqkGUZ5XIZ29vb2N3dxf7+fuCbPoRBKM+rQrndbiObzaLRaODw8BCPHj1aieifZeL3ySYVypRF4WYvRyIRbG0Nr/hxZbMrE1qtForFIjRNg+M4Y0ulY7EYJEma6kJmmFYO+QUqlClhxLKswM4BFs15uc2DMUujuc2jmf6qqga2yGUaarVa4OdmlNWBjogUygUQRRHtdtvTbVAUBblcDuVyGVtbW7h58yY2NjaW8tyuWF0Y0wjl9UtIrFfzTq3cwvrNK/1fkef/AebB/3bq3YKYtes4DiqVCmRZhm3bQw3Unj17FnjRCoRDKF/mNTqOg2KxiGw2C0EQkE6ncf/+fSpwVhQqlCleMCibNzc3h24bXCqtKAra7TbK5TJUVe3L5tHM5sFcTiqUlw8Vyt5A93VvoUJ5MQxm+u/s7Azd5sYsDVY2n5yc4NNPPwWAoePD4E+QPydaoUzxE8H9plFCQ5gqlG3bRqlUQi6XAwAcHR315d8yWbxQPn+SIqxfvrOt+qoxX59GHsSywJxyErLw171E3AsSbjby3bt3sba2NvQ3QRTokwjD5OwiFcqKoiCbzaJSqWB/fx8PHz5c3KoEytKgQpniN85bKj0omzudzpBs5nkegiBAVVWUy+VQyAQ/QIWyN7hZtBRvsCyLvv9LZjBmyV350mw28c4774Bl2aHc5m63i2q1emZuczQahSAIK33uX61WaYUyxTfQsy0K5QIsuymfu8y8Xq8jmUzijTfe8LQZgS8qlGOXH760EaHMEALy4udgbn1p4t+vumB1q5Gz2Swcx0EqlTozG5nn+cAI9LAzbYXy4D5CCEE6ncbt27epOJgRP1eRUaG8HOj7PD8EQYAgCBNXYZmmiVqthnw+f6pMcKua3f9S2Xx5aJasN1Ch7C1h6KOyCgx+D87LbXajNCblNkuSNLby5bTcZj9RrVaRSqW83gwKBQAVypQAENSmfKZpolAoIJ/PIxKJ4OjoCPfu3fOF2HGrgRbGVEL5Mu9Db5/RKs3xm8ovQG48AjPhfRYEYSWFsqIo/Wzk3d1d3Lt3b6waeRI8zy/2c6YsjfMqlDVNgyzLKJVK2N7ennof8RN+lrh+gmGYueRpUyh+wM1ejsViuH79+tBtg02gFEVBvV6Hqqr9KsPBijVXKIS50dMsEEJ8cT4aNqhQ9hYaebFa8DyPtbW1ieezg7nNqqr2L0bqug5CCCKRyMTqZj+Me7VaDe+++67Xm0GhAKBCmUK5EIuq0CWEoNFoQJZldDodHB4e4t133/Vd0ytBENBqtRb3BFMIZT7CgpUicDT9wk8zWqEMAIxjA7lPgfSD8edcoYpdx3FQLpchyzIcx0E6ncatW7dmOhFa9YpsymsmVSgTQlCr1ZDNZqHr+lB+9qrhCvNV3PZlQytnKUHjtItJZzWBsm27L5rdyjVFUWBZFliWnZjZvOrLpOeJGzdCWS40asRbqFD2nnkVDwzmNk96DsMw+seHSU1kvcxtpk35KH6CjoiUlceLk/t5P6eu68jlcigWi1hfX0c6ncbm5qZvJy4Lr9Ce8mRZ2NmEnivN/viv3laj0YFjWGDF4aGQ5H4JZoJQFgSh33HYr4xWI9+/fx/xePxCjxWGZnUubtVmUCdqgxLRMAzkcjkUCgVsbGzgxo0bE5cKrhJ+Esp+HbcHoUKZEjRm/d5xHHdq5Zorm92fVqsFRVFgmiZYloUkSUOiORaLhU42B/l46WdohbK3UKHsPcv4Dgw2kXVzmwcZzPWfFLXkRmmMrn6Z1zGCZihT/AQdESmBwKuKq8tcJXUcB9VqFbIswzAMHB0d4f3331+JExU/ZCgDgLiTuJhQHkCrthC7MtxRmLEMkNILMPvXhn7v1wpltxo5m80CAFKp1MzVyJMIU4WyK8+DPEG2LAsffvghOp0Ojo6O8Pjx48As775I08GwEibpRQkH8467OUs2O44zJJtLpRJUVYVhGGAYZqxiLRaLQRTFwH3vqFD2BiqUvcWyLN+tGg0bpml6fu56Vq7/6AXJYrE4dIwYlM3ujyRJMx0jqtUqksnkPF8ShXJh/G+uKBSf4sq2WQ9qgxWkOzs7uH379sTlmH7GN0J5e/xAPitauTkmlAGAZH4xUSj7SbAqioJsNotKpYK9vT08ePDgwtXIk/Db610krlD2+iR13liWhUKh0L9wlUqlsLW1FTi5QYXy9ND3ihI0lllQwLIs4vH4xGPtYCanoiioVCr9TM5RkeBWra1CA6hJ0KZ83kCFsrfQpnzeY5qmrz+D8y5IDuY212q1M3ObDcPA5ubmWCyHrusTozooFC/w77eRQpkBLyqURVGEYRhTCSjbtlEqlZDL5QD0Kkhv3ry5sieFC49CmFYob12+adikHGUAgN4FaZbAbO73f7VwkT4Fk6qRb9++vZBKoTAK5aDQbreRzWbRaDRweHiIR48e4ac//Sm2t7e93rSFQCXpbNDIC0qQ8EtDzsFMzp2d4QvVjuNA1/V+Jme1WoWiKH3Z7IqEwSiNWavWlgltyucNVCh7C4288J6LFHP5hWlym90Lkq1WC3/7t3+Lv//7v4dhGNjY2MDx8TGuXbsGx3Hws5/9DLdu3ZpYJX0eP/zhD/HP//zPME0Tv/Vbv4V33nmnf5vjOPjd3/1d/M3f/A0ePnyIv/qrv8Lx8fGlXjcl2NARkRIIvDjhFgQBhmGcWRF6cnICWZbRaDSQTCbxxhtvBOKK4sLf72kzlDcv/16qpwhlBgD54udg3v0v/d95KVi73S5kWV5YNfIkgiZZzyIIr9VxHBSLRWSzWfA8j+PjY9y/f9+3QmKeUKE8PWHYHyjhwi9C+SwGG/2NQgg5t2ptNLM5Eol4KnRp5IU30PfdW6hQ9h4/RF4sgsHc5s3NTQDA17/+dXz9618HAJTLZXz66af49NNPoes6/uzP/gxPnz5Fu91GNBrFjRs3cPPmTdy8eRO3bt3CzZs3kUwmx46N3W4Xv/d7v4cf/ehHsG0bv/Zrv4Z/+7d/69/+D//wD/jt3/5t/Omf/il+53d+B1/72tfwd3/3d8t7IygrBx0RKZQLclpjOtM0USgUkMvlIEkSUqlUYKXOwiZx01Yob1xQKA9sslZpnf533SaIcgIm1rv6u2yh7DgOSqUSZFkGAKTT6YVVI08iiPvsaayyUB6MPtnf38fDhw8nSgtgNcTLRaBCeXq86jlAoSyKVR/XBrOXRyGEQNf1ftVao9FAPp+HpmljS6Rd6SxJ0sLPE6jY9AYaueAttELce4IqlM8jmUwimUzi5s2b+O53v4u/+Iu/6N+mKAq++OILPH36FM+ePcNPfvITPHv2DKVSCZIk4cc//nH/GPntb38bt2/fBsdx4DgOgiDgRz/6EX7lV34FAPDo0SNcu3YNAPCNb3wDv/mbv7n010pZLegRiRIIvJhIuJEXQO+Ev9FoQJZldDqd/hLzIDducAXOQk6sphbK0oUefnBvOTXy4tXfkWf/Aeat/6O3WSy7FBEzWo0clMp2P8Nx3ErFeziOg0qlgmw2C0LIVBcbXJG4yuLlNPwklP3+/lKhTAkaQR3XAPSzlyVJwtbW1tBto0ukm80mCoUCVFUFIQSiKI7FaESj0bmIYCqUvcG27UDPLfwOrVD2HtM0J+YTh4VqtYrd3d2h38ViMbzxxht44403xv7etu2h4+NPf/rToYZ+BwcH+OSTT/pC2ZXJANDpdPD48eM5vwJK0KAjIoVyQURRRLvdxvPnz1EoFLCxsYF0Oo3Nzc3ATmwGcSM/TquEvBTTCuW1y59Ua5UmiEPAsKd8Zq0yiKGBES8mr6fFrUbOZrNgWXah2ciUcXieX4kKZU3TIMsySqUStre3ce/evalPrN0q7CDuU1SSTg99ryhBI8hC+SwmLZF2IYTANM1+ZvPJyQmKxSI0TYPjOBAEYUw0R6PRqYsEqFD2Bloh6y10v/eesEv9arWKvb29qf9+dLxotVpDmciCIKBcLk+877e+9S38/u///sU2lBIawvttpASKZU4kHMdBtVrFy5cvoaoqbt26hQ8++CB0Bzc38mMhQpmZMkN57WLvORMRAPSqGYlpw2h2ENlen/y3IL0s5btP+r+b5+S10+lAlmVUq1Ukk0m8+eabvqpGZhgmFCfQfo68IISgXq8jk8lA13WkUik8efJk5kmln6p4502QX9u8oUKZEkTCKJTPgmEYiKIIURRPlc1uZnO73Ua5XIaqqnAcBzzPj2U2j8rmMJwX+JGgXhReJehY4y1hjbxwmVUoj7K9vQ1N0/r/rygKEonE2N89e/YMh4eHE6ueKZRBwmXAKJRLMBhDsLOzg+vXr6NUKiGdTnu9aZ4gCMLEDOm5MG2FcvxiVRqR7QTMVqP//1q5eapQBgBUsyC3H4Nhe3lTl436sG27n43MsizS6TTu3Lnjy0lCkKtaB/GjUDYMA7lcrr8C4saNGxNP+qbFj69xXlChPD1UKFOChuM4VPLMwKBsnnRMcWWzoijodruoVqtQVbWf3xuNRtHtdlGr1bC+vo5oNBq6ogqvWFjUHIWyIlChfDmh/Pbbb+N73/te//9lWcajR4+G/kZVVfz1X/81/uAP/uDCz0MJD/ToTwkEi5pI2LaNYrGIXC43FkPgLj0PK74QytGLnVSLW+vDQrnSQuLe6RcGGOKAvPwIzPV3wPM8TNO80Am936uRJ+E2Igz6yRvHcdB13evNACEErVYLmUwGnU4HR0dHePz48Vze/yBL1yC/tnlDhTIliFChPD8EQYAgCNjY2Bi7zbIsqKqKVqsFTdPQarWgKEo/imG0qjkWi1HZPEdo5IV30OOmPzBNM9RjSr1ex7179y58/9/4jd/An/zJn8BxHJimCcuy8OjRI3zve9/Dr/7qr8JxHPzxH/8xvva1r4FhGLx48QK6ruPu3btzfBWUIBHebyOFcgatVguyLKPZbCKZTOKtt94ai3YYbMoXRvwglFmeAb+xBuukM9PDi1tr6L54/f9nNebrU3wGcu1tCIIwU/O2VapGnoQrlIOO19W7lmWhUChAlmXEYjGk02lsbW3NVZJ4/RoXid+Esp/lFhXKlKBB9+flwfM81tfXwfM8rl27NnQu48pm96der0NVVViWBZZlx0RzNBoN/MXqeUOFsnfQ994fhL1K/7IVyvF4HH/4h3+Ib3zjG+B5Hn/+538OWZbx1a9+FZ999hm++tWv4i//8i/xR3/0RwB6Y36pVJrX5lMCCBXKlEDAMMylJ8mmaSKfzyOfzyMajSKVSuHBgwenigGWZUM9iREEAaqqLubBZ5Ctwu7mhYTyINMIZca2gMJn/Qrl8+h0Oshms6jVatjf3594UWIVoEJ5sbTbbWSzWTQaDRweHuLRo0cL6+DuN+k6T4L82uYNFcqUoBHWpnxeMuk9d2Xz+vp4hJht20OyudlsQlVVmKbZl82j1c2CINDPdQQqNb0j7M3gKP6gVqshmUxe6jG+8pWv4Ctf+crQ7z7//HMAwDe/+U1885vfvNTjU8IFHRUpocZtdiXLMrrdLq5cuYL33nsPoih6vWm+RxAEnJycLObBp6xQBgBxJwH1+WzRI5FRoVyZokIZAMl+Cn7r/qmC1a1Gzmaz4Hke6XQad+/eXZlq5ElwHEeF8pxxHAfFYrG/nxwfH+P+/fsLnzgHuULZbR5JOR8qlClBgwplb5jlPec4Dmtra1hbWxu7zbZtaJrWz20uFotQFKUvmyVJGhLN0WgUoiiG8jMPQ08Lv2JZFpX5HkPHevRjEykUv0CFMiUwzDJJ1jQNuVwOxWIRiUQCV69eRSKRmPkgxbJsaKsF/BB5AfTykGeFX4uAjQhw9N72q9NEXgBgTA0bVgemOTwharfbkGW5X4388OHDlaxGngTP84GVkIMsoxJbURRks1lUKhUkk8ml7ydBruJlWTYUFz7mARXKlKBBCKGSbYXhOA7xeBzxeHzsNsdxoGkaFEWBqqool8tQFAWGYYBhGEiSNCSaY7FYoGUz3de9w21KSfEOKvWBbrc7cRUIheIVdFSkhAbHcVCpVCDLMizLwtHRET744INLnRy4OcpBkYezsFihPP3J8mh8xTQwLIvYlR10vigCAKy2CkvVwUfPjxrYbssoru32GzbKshyYauRJ0MiLy+GOO9lsFoQQpNPpfmPPZRPkCmU/RRD5XWRQoUwJGrRqLbiwLItYLDaxgbErm90YjUqlAlVVADf09QAAIABJREFUoet6XzaPRmlEIpGV31dWfftXFRp54T1haBJ+Fu65Gx0DKH6CjoqUwHDa4NrpdJDL5VCpVLC7u4u7d+9OXHJ3EQRBCK1QXmhTwhkqlIXE+CTjPBiGGRLKQC9Hee3q/rn35U0VTfkLZDIZHBwcBKoaeRLTZkavOvOWrZqmQZZllEolbG9v4969e3Mbdy5K0CuUg/ra5g0VypSgQYVyODlLNhNChmI0arUaZFmGrusAgEgkMpbZLEkS3Y8op0KFsveYphlqoexG3tBxiuIn6KhICSSWZaFUKkGWZXAch1QqtZCqQFEUQyHbJrHQasdZIi82Zpe5DMsgdrQz9LtphTID4AbTQvxXfj0UB3Se56FpmtebsXDmsT+7meyZTAa6riOVSuHJkye+WZ7nRvQEET8JZV3XUavV+pLCb6sWqFCmBJEwHI8p08MwTF8Yb29vD91GCIGu6/0YjXq9DlVVoWkaCCF92TwYpSFJku/GcspyoXEL3hN2oVyv17G1teX1ZlAoQ1ChTAkUrVYLsiyj2WwuJct2oVW6Pmehk7dZhPL6+TEV44/PIHo4IpQrranvHrNVQFcBafbq6FWDNuU7H8MwkMvlUCgUsLGxgRs3biCRSMx5Cy8Px3GBvQDmtVAmhKDZbCKTyUBRFCQSCZTLZaiqCsdxIAhCv5LOFRVeCQoqlClBw3EcKpQpU+PGYUiSNHYbIQSGYfRlc7PZRD6f78tmURTHMpuXNZbTcdtbbNumTds9JuxCuVqtYm9vz+vNoFCGoEKZEhiq1SpevnyJVCqFBw8eLGVyEWahvEgYhgFhWICcL4jE9dlP7k6rUJ76/gDI85+CefC/z/zcq0ZYMpRnHS8IIWi1WshkMuh0Ojg6OsLjx499faLLcVxgq829Esq2baNQKCCbzSIWi+H4+BiJRAKmafb3KUIITNPsL71utVooFotQVXVMUAwuvV6UoKBCmUKhXIYgjx8MwyASiSASiYxVArqy2c1sHh3L3QuHo2P5vKpaabSLt1iWNTFehbI8wh47Uq1Wsbu76/VmUChDhPcbSQkcyWRy6ctARFFEt9td6nP6CXcJ/UKWgLEcYJ8viIT4BQQew0DaS4AROBCzV5U6i1AGADQKIJYJhvevQJwHYRHK02JZFgqFAmRZRjQaxfHxMba2tlZikud1Fe8iWfZrUxQFmUwGtVoNBwcHePToESKR3mqJUdnCMAxEUYQoimOV64OCQlGUsWq4SCQyUVBcZn+jQnk50Pd5eVDRtlzCWhE+KJs3NzeHbhu9cHhycoJSqTS0SmU0RiMajc50/ryw823KVIRdZvoB0zQ970fiJdVqFclk0uvNoFCGoKMiJTB4cXIb9gplQRBgmuaChDILTJFAIMZnr+JjGAYMyyJ2uI1upgJgdqHMEALyxc/B3H488/OvElQo92i328hms2g0Gjg8PBwSiKvCQnPPPWYZQpkQgmq1ikwmA8dxkE6ncefOnUtVEp8nKNyl14qioF6vQ1GUsaZSg1EakUjk3GMhFZ2UoEGF8nIhhNA84RHOunAIYEg2dzqdoUgknucnyuZReUmFsrdQoew9NPKCVihT/AcdFSmUS+AK1bDivv5JOXSXZsocZUFiwXAcyCyijO1NPKOHO6+Fcu0EjmWD5Wc4Wa+8BLn5HpgAT6x4ng+shDwPx3FQLBaRzWbB8zyOj49x//79lRUXtEL5YrgZ2fl8HltbW7hz5w7W19cX8lyDnLf0WtO0vqCoVqtQFKV/gVOSpCFBEYvFIIpi72IaFcqUgEGF8nJxHIcK5RkRBAGCIGBjY2PsNlc2q6qKbreLarUKVVX7Anmwwatt21RsegQV+t4TdqFcq9Xw7rvver0ZFMoQ9GhECQy0Qnn5CIKwuNc/pVBmGAbCTgJGuT71Q7sCeChH2SEw6m1Iyc1T7jXhcRwbyH4MXH1z6vusGmFpygf09iXHcaBpGrLZLCqVCpLJ5MKbey6LIFcoL0KSuhnZ7XYbR0dH+OCDD6aexA8uCV+EeGEYpl/Ftr29Pfbcuq73m0pVKhWoqgpd1/vNqFRVRaFQ6MtmQRCokKOsLFQoLxcqlOfLWbLZsqy+bG40GtA0DR9++CEsywLHcUMVza54DrNwWyRU5HtP2D8DGnlB8SPh/UZSAsmyK6+CLGimQRTFxVVozzBZEXc2ZxPKryaesSvDjfnUcnMmoQwApPA5mAAL5bBM0gkhsG0bP/3pTwEA6XQat2/fDtSkmVYon89gVbooijg+Psb29vZU3wNCCBzHASGk/28A/WOEu0zcrRJe1L7FsmxfMIziOA5UVe0LCTfj0zAMsCwLSZKGqppd2Uyh+BkqlJcLFcrLg+d5rK+vY319vb/K5M6dOwB6xxZ3lYqqqmg2m1AUBZZlDR0HBsd0nufpd+WCuBKf4h1hr1CuVqvY29vzejMolCGoUKZQLkHYT8oWGvkxZYUyAAjb41UdZz/2K6F8NJxDNXNjPgCMZYAUn4M5uDHzfSneo2kaZFlGqVSCbdu4ceMGdnZ2zr/jCuIulw0ilxXKqqoim82iXC7PVJXuXsB0HKf//G5Uhfv7QdHs/g7A2GfhiuZFy2ZXKqTT6aHbXNnsyolCoQBVVWGaZl9OjMrmMFcKUfwDFcrLJaxN+bxmNHKB4zisra1NbFLmymb3p9VqQVGU/ng+evHQrWymn+vZ0Asp3hL2i1m1Wo1WKFN8B50JUAKFV9mQYZ3MCIIAVVUX8+AzCGVxa7Y8U/ezkpKbYDgWxO4JHq0yu1AGAJL9TyqUVwhCCOr1OjKZDHRdRyqVwpMnT/DRRx8tJg/cJ3AcRyuUBxjcDwzDQDqdxq1bt6aarIxWIwOvhfDodgEYq2pyt3WaquZBwTwP2XzasYplWcTjccTj8bHbBuWEoihoNBpQVXVo2fWonKCymbJMwngO5hW0KZ832LY99ft+lmx2Lx66P8Visb9SZTBOaXA8d6ujKRSKd7RarbGeGhSK19CzfQrlkrg5wm5FWpgQBAEnJyeLefAZhLITnXEoe/XQLM9B2t+Cmq8BuFiFMgBAV0AaJTBb+xe7/woQhKoAwzCQz+eRz+exsbGBGzduDHVjD3qETZBf3yxC2bIs5HI55HI5rK+vj+0HZ+FK38Fq5EkieZrtdZlWNrvievAzHHzuRVY2n1cJ51Y1K4qCer0ORVHGGkq5Vc3RaJQuG6bMlbBe1PeKIJwPrCLzagp31sVDt4+EO56Xy+WxDP5B0RyNRhGJROj3j7Jwwj7Ou+eBdOyl+A0qlCmBwsvGfGEVyn7IUBY2ZqsqHdxPYld2BoRya6bH6T8eAPLFz8Fs/ZcL3d/v8Dw/U2WMnyCE9JurdTodHB0d4fHjxxMz2IIsXAGaodzpdJDJZNBoNHDlyhV86UtfgiiK5z72abEWizrezFs2T2oOOM+VPBzH9TM+R3EbSimKgm63i2q1CkVR4DgOeJ4fksyxWAySJFHZTJkZL1amhRkqlL3BcZyFj49uLFIsFhuL/xpt+OqO565sjkQiQ6I5Go1CkqRASEAa8+I9YW/IN7gajkLxE+H9VlIoc2Khjel8jl8ylDeSW8jP8NBDQvloB7X/r/dvrdy8+BVwpQmitMDEpqt0XCV4nodlWSvVCMOyLBQKBciyjGg0iuPjY2xtbZ352YZBKAdVvJz2uTqOg3K5jGw2C5ZlcXx8jPv371+oyZ77PF6ezF9ENo/GaLi32bY9UTbPk8GGUqOYptmXze12u18J5zgOBEEYi9CIRqNUYlEmEvbKtWVDhbI32LY91UXQRXFWw1dCSL+yWVVV1Gq1fmUzAEQikbEojUgksjL7EW3I5z1hb8jXbDanXk1HoSwTKpQpgcLLCuUwstDXzsyQobw+Y3U4OyCUD19XYNiaAautQtiIzfZ46FUpmy8+hvjgyzPf1++4QnkVaLfbyGazaDQaODw8xKNHj6ZePbBKr5NyNrquQ5ZlFAoF7O7u4o033kAsNt33el6xFsvmPNmsaRqy2SxqtRoODg4mymbg7MrmeSIIAgRBwMbGcFNVQsiQbD45OUGxWISmaXAcB6IojslmSZJWRkxQ5g8VysuFCmVvmFfkxSIYzF4ehRACXdeHMvjz+Tw0TQMhZEg2+3VMD3t1rB8Iu1CuVqvY29vzejMolDHoyEgJFFQoL5dFVnQ6DINpTyXFtdlOMAb3k+jR8JI+rdK8kFAGAJ0ArGmBF4I1tLqRF37FcRwUi0Vks1nwPD9TFeogQa9QDjqEEDQaDWQyGSiKgnQ6jS9/+ctTTcAHq3n9Uo08D9z3JJvNwjAMpFIp3L59e2iiPhqdcVaDQJZlFy6bGYaBKIoQRXGsGseVzYqiQFEUNJvNiWJiMEojKEuuKadDhfJyocv/vWFVo8fc7GVJksYaihFCYBhGP0aj2WyiUChAVVUQQiCK4thKFS9Wq9i2TYWyx4Rd6lerVezu7nq9GRTKGOH9VlIoc0IURbTbba83wxPmPaFw826z2SyStTqSU95PjM/alO/1iWj0YAtgGOCVRFLLTazfvDLb473C5ONwaiUkDo4udH+/wnGcLyt3FUVBNptFpVJBMpnEw4cPJ1bHTAsVyquJbdsoFApQFAWZTAbHx8fY3Nxc2ViLeeC+J7lcDmtra7h+/fpYJbDLWRPzSbJ5MKvaS9m8ubk5dNugmBhsDji65Hqwupk2kwoGVCgvF1qh7A3LyFBeNm72ciQSmSib3QuIqqqOrVYZjEZadA5/2GWmH6AVyrRCmeJP6MhICRS0Qnk1MU0T+Xwe+XwesVgMqVQK22wLkKdrkifEZpvYMHi9n3CiACmZgFZqArh4Yz4CBhYvgW3X4CQPAzXZ8lMUBCEElUoFmUwGhJCJFZcXheO4vnyi+J9utzsU4RCNRvH222+fe7/Tmuz55TvbVSz87KMTbKwLuHYcxcba9KdqiqJAluX+e/Luu+9eKnNzGtk8mt3s/ts9Ho/K5kW9z+eJicFmUrVaDbIs97/vkiSNyWZRFKmkXBGoUF4u7neaslz8HHmxCM67gOhGI6mqOpbD7zZ9Ha1uvuj7R4Wy91ChTIUyxZ/QkZFCuSSCIIRaKLMse6GTXEIIms0mZFlGu93G4eEh3nvvvb78IOXpH48XWbAxCY6iTbnRwxPP2OHOgFBuTv28QzAMwDHgTB2dRh0bO8FZluQHoaxpGmRZRqlUwvb2Nu7du4e1tbW5PkdYKpRXWb6MXlBIp9O4c+cOWJZFqVQ6975+rkZ+kVXxrX8p4fv/owbDcHDvdhwff9bF9qaAq6korqYlXE1FcS3d+4nHeqdwhBDU63VkMhk4joNUKoVbt24tXPi4jz9p7B+UzYMCH8DYd2wws3mRstldcj2K20zKlc2VSqXfTMq936CYiMViEATBN/sNpQf9PJYHrVD2hrAJ5bM4KxoJGG762ul0+uO6G10xmtkcjUbPFMa0KZ/3mKZ5qVWIq061WsWDBw+83gwKZQwqlCmBwqsKZdM0l/68fkEQBJimOfWJlluNnMvlEI/HkU6nsbW1Nf7ZzThZEXe3oGUKU/3t6HPFjnZQ//kzABcXyoRlATCwWQFOqwqyvROYCa5XkReDokzXdaRSKTx58mRhJ/VhEMoMw6ykUDYMA7lcDvl8HltbWzNdUPBzkz3bIfj3/7eBf/xOGf/r4+HopF8+U3DvVgyfPlVQb5r42S9Ohm7f2RJwsMcgsabhOCXh7TeP8OD+DqKS95Pe02TzaDXzWXnNg5/TomXzac2k3GaGrmwulUpQVRWGYYBl2VNlM2W5rOKYtsq4FaCU5UKF8vSc1vQV6MlhVzYrioJqtdqXzRzHjYnmWCxGM5R9QNirxGu1Gq1QpviS8H4rKYHFFSbLwhWqYcV9/ZMqv1zcauRsNotOp4MrV67gS1/60tlLsdnZTprF7cTUQhkjE8/oldeN+bTKRSuUWYABTEaEaHSgnJwgPqFqYhXheX6pURCGYfQjUDY2NnDjxo2JFSjzJgxC2X2Nq1Jd1mq1kMlk0G63cXR0hA8++ODMCYUrlk6LtfCLdGqdmPinf63gv32vgkpt8goX2yZ4+kLF7RsxfP5cGbu91jBRawAAix//h4H/+1svwTAvkdwVcTUVxZ0bMRzuS9jbEbG/J2JvRwTPe/u5D+53F5XNwPBnuUjZzLJsXxSP4jhOf7m1oigoFotQFAWmafZX7nS7Xdi23ZcTVDYvBiqUlwutUPaGVTp2+xme57G+vo719fWx21zZ7I7r9Xq9/2+e59FsNseqm+m4vhxo5AWNvKD4EyqUKZRLEvZJzFlC3TTNflXh2toaUqnU5GrkScwslMdPDE+D4UYrlF/HUxiNDmzDBCfOdtJCGBZgGJhEwJqjo9usBkooL7pCebAhoysPHz9+vNSTR57nQyOU/XxS7jgOisUistksRFHE8fExtre3zx03XInnCmU/xlp89ryLf/xOCT/4cR2mef6FT8sieJlVcfNqFM9equf+PSGAwLPoqjb+5ttFGMbr52AZYHtbwP5uBMldEQfJ3n/3dyPYT4pI7kYQEb2TFReRze5nPEk2L7I5oPu48Xgc8Xh87DbbtvH06dN+Lnuz2YSiKP1l04NCwpUSYa68uizLLCKg9L6PfhlTw0QQm/L5jdNk89OnT7G5uQlJkvqCudlsQlXV/kVEd1wflc30uzIfwi6U6/U6kslp29VTKMuDnr1SAseyK5RdwlohM9qU8ELVyJOYUSgLW9Pn6Y5FXhxuD/2/Xj1BbKBq+TwIAML1TnKcV/KCNbrQlC6k2LhsWDUWKZQty0KhUIAsy4hGozg+Pp7+osOc8SraY5mwLNuXc35DVVVks1mUy2Xs7+/j7bffPnPlwyBuk6gXL170JV80GvVFNZdpOfgf/97AP/1rGTzPwDAI7t+KQ9UcVBsGGs2z9znDJMjkFRwmWRTKk49tLAvcvRmHpjv4IqNCnrBYwyFAtWaiWjPxn7+c/FybCb4nmPdE7O9FcHgg4mAvgv1dEYf7kmcVzvOubF60bOY4DqIoYm1tbayiyLbtfoSGWwGnKEp/ufVohMZlGkmFhbCef3kFbcrnDfR99w7btvtj+qS4Ldu2h+KRRlesTGr8SmXzbJimGeoLr/V6Hbu7wenPQwkO4f1WUgKLlyIqjFdO3QrlwZiCtbU1pNNpbG5uXvzzmDVDeXMGcTvSlI+TRER2NqDXehmlWrk5k1AGw8JhXmWG8gAMQLQUdOpVKpRPod1uI5vNotFo4ODgAI8ePUIkEpnrc8xKmCIv/MJgTrZhGEin01M3lBsUh4QQ3L17F61WC61WC4VCAaraq+iNRCJ9ORePxxGLxRCJRBZ+rKjVDfy371fwT98vo9HqfX9iURa72wIyudcRMrEoh+SuiLU4B4ZhoKg2KjUNJ+3X4t80GbTaDI6PxKH7bqxzuJaOQs7r+OTz7pnbwwBYW+OwFucQlTiIAgueZ8CyvYuwlk1gGAQdxULpEx3k4xNcPYohX9LA8wxMi2AtxuNaWsLVdAzXUhKupqO4ciCBY72bFE8jm0ermr2Wzectt1YUBd1udyjbk+f5IRnhVsJR2UyF8rKhkReUsHFeUz6O405dsTIYj6SqKsrlMhRFgWEYY41f3fFdFEU6pk0grOOOe94SZqFO8S90r6RQ5oBbpRs2oUwIga7rKJfLyGazF69GnsSskRcb03f+nXSSFruy0xfK6qyN+RgW5NX2cixgMxw4YoPROzAMYz7vh4fMS0K6UQayLIPjOBwfH+P+/fu+OWn2m2xdBH6pULYsC7lcDrlcDhsbG7h58+bE5jmTGK1EBXrf6UmVQ+4Y5Qq6SqUCRVH6meCDlaCucL5s1dBHn7TxrX8p4Uf/swnLHq4oVlQH9aaFo4MIckX91e9svMiOx1nEYyz29yKIRzmQV3/XVWwcHUTAcQw21jkUywZqdRPbmwL2kyJ4ridEiUNg2gSG4UDVHHS6FrpdG+1O7+csjg4iSB1K+Py5gg8/ed0o8HA/gnrTwEtZBf690f+9IDBIX5FwNRXFtXS0/9+DZASsh6IZeD35nDQJHZXMZzUIZFl2KbL5rGxP0zT7srnT6aBcLkNVVTiOA0EQJsrmsEy+qVBeLlQoU8LGZRrCnRWP5DZ+dWVzpVLpN34F0K9sHhzbl3FBnOIv3PMT+rlT/AgVypTA4cVgK4piqBrzDVYjC4KAtbU1PHz4cL7v/cxCebql8b3HHt/O6NEOGh99AaBXoTwLhGH6QhkATCYCjijgLAOdWhnbh6mZHs9vXLZCWVEUZLNZVCoVJJNJvPXWW4hGp78AsCzCIpS9fI3tdhuZTAbNZnOmC1CnNdk7T2q41T+SJGF7ezjaxp3IuZ3eS6XSUNXQoGh2f067aKgbDv7thzV867tlPHsx3kBvkE7XBscx2N8TUapMbsgHAF3FwfOB3GSeA+7cjMOyCOIxDrrh4HBfAgiBZjhoNk3UmuZQbvK0MAxw90YMpkXw7KXal92DFEo6jg4jIISg0x2sniZ4/lId2lYAiIgs0kcSrqWiuJqO4lpawnEqiuRuxNOKZpez9p1JFc2DF2K8kM2CIEAQhLELL4SQIdl8cnKCYrEITdPgOA5EURyL0JAkKVBCkE60lwsVypSwcRmhfBbnNX7Vdb0/trsrVtwL4pFIZOwioiRJgRwLw56T3+12J0atUCh+gAplCmUOjOYIBxFCCBqNBrLZLLrdbr9pmisL534CM2uG8vr0VcDMBJkRO3wdcTGrUAbLwmFeb6+BCCQoEG0FitqGbdng+NVdlnwRoUwIQaVSQSaTgeM4SKfTuH37tq8noUE8CR+F47ilVyg7joNyuYxMJtOvTH/w4MFU7/dp1cjz+KzOm8i5ollRFDQajX5TNfd+8XgcHVXE//rYxA9/0saLjIZppzytEwtsgkNiHWi1z/7bzQSP4yMJL2UNH3/Wi7WIRVkcJCN4/nI85mJ9jcNWQkAsxkHge++TbhB0uxYaLROK+vrzX4uzuH4cQ76o49NnZ4twAMgVdKSvSCDEQFc5ez/SDQdPv1CQK2goVXV8+7sGylUDAs/gIBnB0aGEo4NX/331770dfyzznUY2j2Y3u/92t980Tdi23W8Uuaixj2EYiKIIURSRGGkE68pmdz9uNpvI5/PQNA2EkDEhEYvFVlJIUKG8XKhQXj5hF2pe48U+P9job/SC+ODqK1VV+1n8uq73x/ZB0bzqFxLDnp9cqVRofjLFt4T3m0kJLF5VKAdVKBuGgVwuh0KhgPX1dRwfHw9lI7sZynNn1gzl2PRxI5N2kdjRxYTyK8U1UqHMv/otwNg2TuoVbCUPpn5MvzHLd0rTNORyORSLRWxvb+PevXv0qrqPWGbkha7ryGazKBaL2N3dxZtvvjlR3k5itCp0NN920bAse2rzHdM08ZOf1vB//X0VP//PKrYSDDTdAccDWxsM1uIsBJ6FabFotXsRF5NotGzsbPHYSqCfsTzI9XQUksT2oic+7gzdpqgO5LyGu7fi+OXTYal8XqxFLMrh5tUoOJ4BIYBpEUQlDgJvwpziulE2r+FqSoLjGFC10/el/T0RyR0RT18o+OiT19tvWgTZvIZsXhu7T0RkceUggqMDCUeHEVw5kJB6JZy3N/0RKeVOyCflaVqWhUqlgmw2C0EQkEqlJuY1A8P79DJk8+bm5tBthBAYhtEXEo1GY0g2T2oiRZdaU4CeXKP7wXKhEt97/LTPD66+GuW8sd29kDgYpeF32RzWPkUutVqNCmWKb6FCmUKZA6Io9htABQG3UZYsy1AUBVeuXMHjx48nHswXJ5RnjLyIz/D3p2Qou2jVFohDJlYyjz8WC4xEXoDlgFfuQLBVmN0WHCfp65O1yzDYWE3XdaRSKTx58oQ2i/Ihi471IISg2Wwik8lAURSk02l8+ctfnmpfOC3Wwi+TOEW18d0fVPHt75aHZGi9SXB0KKHVMlGpO6jUHQCvRasoECTWASlCwIDAcjh0FAYnbYJaw8LhfgTrNkG7Y0Pggbs319BqW/hiQq7yIIZJ8PQLBQ/uruHjX3bO/FvgVazFzTgM08FHn47/Pcv2JPBmQkBEYGHaDlotC+WqDmtkl3kpa7h+HEWhpEHThyvnbt/oXTR4+oVyZqTHJHTDwRcZFXJeRTzOIyqxiIgcIiKLWJTFVkLA3q6IzQ0eG+tCXzZvrHt7OmuaZv/C687Ozlisz2g18+C+DgxHaAyK5kXL5kgkgkgkgq2traHbRqvfarUaZFmGpmn9+w2KZj80kfLLOBEG3KgXyvKwbZueU1Gm4ryx3TCMfoxGq9WaGJHktzx+0zRDLZQrlQr29va83gwKZSJUKFMCh1cVyq1Wa+nPO29Gq5GvXr2KRCJx5nt62XzdU5k18iLWE7uYYlngJFHMxyUIiTjMVhfEtGE0O4hsjzdGGn+w3mMNRl6wHIBXjl1wDJiOhXajjsROsK4uuxIln89jY2MDN27cGFtyTfEXi8pQtm0b+XwesiwjFouNrWQ4i0XGWsyDTE7Ft/6ljO//j+pQXMQguYKOqykJtqND1YbHIMNkUKkDvTULLgRSBEisE4i8hqN9Buwhh1aHwafPOph2SLVtgk8+6+Ct+2tDVcCDrK1xuJ6O9mItno5HZLg4DlCqGGMSmOMYHO73JK4gsDAMB82WiZeyimvpKOSCBo4Fbl2Lo1wz8PnzXnQGxwLxNQ5RiUNUYiEKLHieAccyYFjm1ecOWJYDwyTQdQeq1ms8aJgEzZaF5qvDKv9KtH/+hYJ/+1EdHMfgzo0YPvm893rW17hXVc2jMRoS4rHFSZhOp4NsNotWq9WPgZq0LHdwMj4qhSbJ5knNAYHh78WiZfNZ1W9u9vhgEyld1/v3G5XNl210SfEXtFp2+di2Td9zjwhS3MigbJ60amU0j79UKg01fx0VzdFodCkXOsIulGu1GhXKFN9ChTKFMgdWOfLCrS7NZrNQVbUSYSD5AAAgAElEQVQ/KZ72wL2wSeKMQpllGfCb67AaJ9P88cRfx4520Gr1BIVWbk4llAnTe6zBCmWOJXDAgHUDMWwLZrsBsr2z0pNq96S61Wohm82i3W7PvL/4HYZhAj1ZnneGcrfbRTabRa1Ww8HBAR49eoRIJDLVfSfFWvjlfXccgp/8RxP/8J0yfv6Lk2muU+GlrOHG1SjkvApjikUbmg4cHcQgCCw+e96F4/TEIcMA8RgQk3rSWeBZsBwLy2Kg6UDzxB6qCiYE+OiTDh7eX8eHn7wOZE4dSkhs8Pj8efdU2XwaosggGmEhSSwEgUNEYGA7AGM54HkGyV0R+8kIJJHF3pYAh2HAEIL9XRE8x6DWMKHpDk7aNk7aF7+AsZngkb4SRUZW8Z8DVdi2TfDLp128eXcNv/hlB+2OjU+fdicK880E36tkPpBw5SCC1JXX/5Yis0+ECSGo1WrIZDIAgOPjY9y7d+/CY/tFZLM7Fk+SzYtuDsgwTF8kjOI2unSFRLlc7je6ZFl2TDZHo1Eqm1eQIB8j/YrjOLRC2SPCIvPPyuMH0M/jV1UVnU4H5XK5L5t5nh+LSJqnbA67UK5Wq7h+/brXm0GhTIQKZUrg8GJisrDYhwWi6zry+Tzy+TwSiQSuXbt2bjXyUmFmP3kTdzenEsqnRVnEruyg9XFPEmjlJhL30uc/6QShzLAMdEiIordkPWIp0Hke3ZMTrK1oBS/HcXj58iUKhQKi0SiOj4+xtbXln/1lTriREEGdPHAc1+8QflEGGy4SQpBOp3Hnzp2p3rPB6ks/ViOfdCx8518r+OFPGuA4BjwH3L4eQ71polo/f4x//lLFlSRBqdoTsJMQRQZ3bsTRaJp49nI81oIQoKsAXcV9Twj6GTqviEqkJ52jvcpfjuPQVXW899YaFM1GJMKj3bFg2QS3rsfAsgwYpvdeu5XBtkNgWb0f3XBgGA5UzYGm2zAMAsOw0Wrb6C+3GODW9RhYBvjw4zYIAW5cjSJffB1/sb7G4SAZRTzGgeMYmKaDk46Fas2Abpxv56+mepXFnz1T8NEnk7sWOgT4z3OqswG8qnTu4BcDMR8HeyL2dkXwfG/fO9iL4Oiwl92cOpRweBCBwA/vz5ZloVAoIJfLIZFI4M6dOwvPh593ZfOiZfNgo8udnZ2h2xzHgaqqfdlcLBahKApM0xxqPuXe35XNFP9BhfLyoZEX3mHbdqgbwrkIgoBEInGqbHbH9263i2q1ClVV+/vtqGiORqMzvaeWZYX6M6hWq3j//fe93gwKZSLh/WZSAo07aV4Wq1KhPKka+YMPPrj0QdpdRj/Xk90ZK5QBQNxOQJnmD0+RV0M5ylM05iMDj0WY4e01mAiipCeLWDggDqC1aisnlNvtdr8aeXNzc6YK1FXEFcpBFRmXacrnRuLk83lsbW3N1HDR6yZ75/HshYJ/+E4JP/hRHbox+f2JSiySuyLW4jxYFlA1B9W6geZIQ718mcG9271meYOHod0dEVeSETx/qQzJzdPgWGB9nUc82ouNEEQGPNd7z4hDYFoONM3GSccGcSxsrAOfPTewvUmQLzLYWGfAMRxMm0VXIajUpmu6dxpShMGt63FU6yaefjE80j5/2Yu/KFd1KKrzqjHg5AzorQSP7U0B0SgHhmFgGA5OOibqDQM3r8XRVWy8lMcb9k3itOrs07h9IwYQ4OkLBcVX0R63rsfwi0/bMAZEN8sAe7sijg4lHOzxiEYUSEIX9+7s4p13HkGSxKm2b5FMI5tHq5q9ls3xeBzxeHzsNtu2h2Rzs9mEoiiwLKsvqUdlc5jlgte4Wd+U5UGFsneEXWZOgyAIEAQBGxsbY7dZljU0vtdqNaiqCsuywHHcxMzm0XNw0zQnrooJCzTyguJn6OhICSTLFsosy/o6Y0vX9X42ciKRwPXr17GxsTG3CYFboe25UN6aIvMYp1exRweFcmWKTOxeyR8AwBnZXpvlh4oKOVsHsRmo3S6iEybUfsJxHBSLRciyDI7jcHx8DMMwcHR0FGiZDCy+aZ3XXCRDudVqIZPJoN1uI5VKTX0Ryu9N9myb4Ic/qeMfv1MeilM4DVVzJorOqATs7YhIrPcko6LayOU1PLjTa5Z383oMHMvgi6wCxybY3BRwuB+BILLg2F6yskMA03qdI9zp9rKEe9W1p1vg1BUJezsSPnveRaXee7/bXQZv3ovjF592Aby+L8sQbG4Aa3EGEZEFISy6ClCtW6dWUwNAckfEflLEsxfqmSL8RVZF+kgC2zTQ6Z7+gI2WhcbAa9pY53A1FYWuE5SrBjYTAt66vwaAgabbaJ1YqNYNnHUd5MNP2nh4fw0fTqhUliIMbt+IozKQ7zzI0y8UXD+OoljWoWqvRCyZlCfNAWiA45o4SIq9zOYDCamjV1XNyQiSuyLYaZq5LhhXCk+Sw6OS+TTZ7DZeW4Zs5jgOa2trEy9QubJZURQoioJ6vT4kI2KxGHRdR7lc7ksJKt4Wj1/G8bBAhbJ3UKF8OXiex/r6OtbXx+dog+O7qqpoNBpDFxPdMb3VakGSpNBGX1SrVSSTSa83g0KZCB0dKZSA4uY8yrIMVVVnEkGz4grlSQ18LswFhLKwNeXy49MiL45eC2V1igrlwVgOMrK9hOWGhLJoq9CIBKVR9a1QVhQF2WwWlUoFyWQSb731Vr8ioFwuL6b5os8IulCeNkPZvaiQzWYhiiKOj4+xvb0diCZ7jaaJ//79Mv779yuoNaaLKoqIDKISB1FkwMACYCMqiZCiIniOHYqTkCQOV9NRxKIc3nt7A7rh9JrIXY9D1XsxEoWidqbEPQuWBe7ejEPVHLzIqpAn/M0vPu2OCVaHMGieAM0TAHBe/fQqobcTvQgNnmfgOCw6CrAWZyEIPJ6/0FCuTbcCJ5vTkDqUwDAm2p2zv0fpQwkbGzw+G8l4nhQtwnMM9vYEJDb4VzIcUHUHrZaJWt0EAfDhJ52h17y7I+LwlQg/L0P6i4yK4yMJ9XNkONC7EJEr6Dg5saDpNn7w41pfkAsCgyv7EVx51SAwNdAkcHfb+6pm4GwpPKmi2c+y2a18cyXE4DLrwUzPwco3KuUoqwiNGfEOKpQXxzQXE93mr/V6HaVSaSwmKQyZ/PV6nVYoU3wLHR0pgcSLgwnDML6oIJhUjTwp72qeLCRD+gInzmJiuuVQp2UoC+sx8GtRWB0VWmWKyAs3PxnjkRcMxwxFjzIAiG2DMbswdB2iTyp93TzcbDYL27aRTqdx+/btsYkLz/NUKAeA8yIvVFVFNptFuVzG/v4+3n777akvFPk91uKXTzv4f/5nAx9/1gEhwJVXoq+fKWwTWDaBaTowzF61sKb3MoV1g0A3Bvd/Fr3q3+HvxP6egORuBM9eKFDU3vtw/04cH/+yMySQWQbY3uwJ0qjEguN6q1xUzUGna6LWMDH6dXMreeW8hk8+H28+N8qHn3Tw8MEaPvz4bJlqO0C9xaDe6onz68ciFM2EwBPU6hoOkwQ839t3TItBu0vQOjl9RY5c0HC4HwHHMmieDL8IV4ZruoMvMipQOPdlAAAsm0yoGO6Nq4kEj4NkBPEYB5YBvvzeBiybwbMXszUjzOQ0bG8SrMUZdM54e6/sR7C9KeCz592x99Y0CV7K2sRKdinC9va5Edl85VDCVsIfFVfTyObR7Gb33+73fJmy2a18EwQB165dG7rNzfRUFGWsgZQgCBMzPamwo/gVP8wvwgp9771hUDbLsow7d+5AFHsXZgcz+VVVRbFYhKqqMAxjqHHs4BgviqJvzkdngRAC0zQDv0KUsrpQoUyhzAlRFOcf+zAlbjVyNpuF/v+z9ybNbWx5evfv5IwEQHAmxUmUqOkONfStrnZVeO0I96a/gD+BvffC3tkOrxzhL+CVl7bjfcNVPVR1V3dFv22Xh25Xu/tOkihR4jyCJMach3dxABAgEySkK17ySngiGFeXAIGTmSdPZv7Oc56/77+zbORBdT1A+S0iL0YGBMp9biiEENhzE9RWt4nqLpHro+UuuYB38pOVC7nMqiJBc/dvjcgl0go0jo8Yn1sYqK3XJd/32d7eZn9/n/HxcR4/fnxpHu4QKL8fytq+drb6xsYGYRiyuLjIgwcPBi6yB/KB6za6kYMg4S//xwk/+9MDXm24PFi22dnzmJo0KNgqaZrSdGOOygH15tsf90f3bVJkfMLBUe9Y+HS1yaMVm/VNlyBsxYCkcFIJOalkj5tCwGhJY3REZ2pcR9ME9WbMyWlIvTH4efj5142+URDdart5X224PHspYejRMXz6pMBXzxoyL15OnQGgazBShJwpYTMoBKFCrZHQaKbsHfjMTBmMjWqcViIKBZX7izl29v1MGG7nFOycSs5UMUyBrimtgnmyPyVJShynhKEsIOj5CY4b47gyFqTZjHj0oEC1GrG9dwZzLUthcsygWFDRdYUokn9XPglpZBzvk4pgZsrANNIL7vVH922SROYv7x68eWHLJE05rYb4fsLOvsf//UJup1DA0BWmJnUEgokxmd3cLhJYLNyOW/X2eJB1j9MNm7ujbtrq52y+ToB7WaZnGIadCI1arcb+/j6e55EkCYZh9EAI27axLGsIm4e6UQ2h5s1p6FC+eZ0/Bpdl8idJgud5nQnF9mSi7/sIIbAs68IY/12Azbe9fUN9uBqOjkO9l7qJQbddmO+dxj5cIc/z2NnZYX9/n9HRUe7fv3/tbuQs3RqgXBxw9vaSjEt7bpzaqlxE7h1WKNydyXyfLMjXcihntFVRwMfE4gw8aGmIH4Pi14mjEFX7dl1pbXC4ubmJ7/ssLCzwk5/8ZKCHlPcdtLb1vm9nd4ZyFEXs7Oyws7PDyMgIDx48yIQvWbrtsRaHZZ8//LNDfvnrMtX6GYB9temwNG+xtn6xYFypqDE5IWGi5/k0mjG1hsDrww7tnMLKss3BUcBqRjZvt1bXHO7fzbF34OF6V+ftK0I6YR034W/+voaiwKP7eXb2fVRVMDttMFbS0DRBGKZUqiGHx9k5w58/bfDpk0Jm/vGDZRtVFbx41aScEWvx5bMGnzwudFzdbYURHJ/C2ZRZSjvjxzRhJA+G5jNahNlJBUURRFHAxJjKaEkjDFO8Vl5004lx3KTl6H6z68hYSWNxPsfrTYevMrbP85IewNwty4RSEUojFpalEUUp9WZE+TjEzqnMTOnU6hEry3kOy/IYayqMtlzlpikjUHRVQVFbq1CAJOHM5R5IgN10YoIgJQgiTrtzrVuO7Voj5Lef1zLbWSpqzN9pxWjMWizMncVo5KzbAZj6webzbubzsLkbNHevaPg2YHOpVLpwv9R2grXzPKvVasf5lqYppmlmwubbMu4N9f7qfS4WfNsVRVHHGTvUzWnQa0K7kKtt20xMTPS8liQJvu93xvhyuYzjOASBvP8xTbNn1Ypt25imeaNjvOd5Q3fyULdaQ6A81FDvSG2gfN1K05Ryucz29vaNuJGzpOs6vv/mjq1L9TYZyoXBbvguuzHIzU92/n0ZUAbR5VDObmsgTKy0d7+oSQCqQe34mLGZ2YHa+00VhiE7Ozvs7u4yMjLyVhMPH4pDWdO09xooq6pKEAR89dVXVCoV5ubm+PGPfzzQg2q/Inu3ybn3f7+s8bNfHvC/flvJhKthmLKz73N3wboQS1CtRz3wuQ1Lx0d1JsZ1LFMhSVI8P6ZY0Hn28s0iFV5ttHJ6qyGNPvnCpaLK3QWbzV2Xr1fPnLxJIt3Pj1ZsVtcc9g999g97xxZdF9yZMSgVNTRNwfcTTishR8cBXz1v8OnjAl8+b2AYgkf385ychrxcvxyEA3z1vMHHj/I8e9m8tDBeW4EP44s2YZjy/JWLxKxyv9o5KObB0FPyOUHOFNiWwmk1IXgDlnx3wSJvq6yuOXz+dX3wPwQEKXZOkLd1TEslRSGKUhRFMFbSGR3RsQyFlBRVFcQx3JkxyVkqe4celVrUyqF+exVshXt3bXb7OLa71e6X3f2hrfExvVUc0GThjsVcO7N51sIwbv687B4bBoHNWXnN0DtZdZ1jjhACwzAwDIPR0dGe19I0JQiCnuJRu7u7eJ7Xgc3doPk2gIih3h8NHco3pyiKsG37ppsx1DtQd/byeaVp2nE2u67bqUPUfr5tTyh2Typ+GxOKR0dHTE5OXv3GoYa6IQ2B8lDvpW7SoXxdOu9GXllZGdhNeN3SdZ16/c0e6q+SUBSu9vH1yhhwabCi9n8YtefOZrO9ywrzdfWxpA/8joXO+Y0wIhdf00mdCkkyfW0PxmmaUq1W2draol6vvxE4zJKmae9+0uAWSlXV9xKcJ0nC4eEh6+vrNJtN7t27x8cffzxwkb3zDsPb5EZ2vZg//6tjfv6nB5nZtefleQnHJyHzsyY7+1f36ZNKyGkl5NEDmyiCtXUP8LAshbkZk0JexTTkMv4wSmg6MafV7KJ0mzsyX1hXRaeQG8DSgkXBVll95fD50+yxNIpT1jddVpZzmQ7rMJTF4nb2erfJNBSmpwwMQ/Dj3ynhuTHl04CjAQvtAXy92uSjh3lW15p9iwnmbYWVuzZ7hwHPX2aDaseVP73OZtmninnI2ymmDooiiBMFx4PTakIcyxihxw/yNJ2YjW2PvK0wOqqTsxQMQ8HQBKoqUETrU1O5z3wvoukEeH5CECr4ATRdaLoh5x3R9+/m0HWFr57VSFIoFlRGSzpbO7JfiVb29Vjre4WAIEip1kLKJwHRFXNRM9MG0+MGq6+cgSYjDEOQt1VsS8U0FXTtLCYDBKQpcZywtu7w9EUDIQRjJY3dA5+FOxZJgozOuGO1sptN7kybaNp3EzZ3R+x0qxtEXydsNk0T0zQZGxu78P3drrcsEHEeNn8XllhnKU3f9M5sqHehYVG+m9MQ5t+sBikk/S7Unb18Xu0xvh2jcXJyguu6PROK5zP531VUUrlcHgLloW61hkB5qPdS7wtQbruRt7a2CIKAhYWFG3cjZ6mdH/3OpaiQDO4WNewBbviu6Bs9QPmo2vd9addNQlbkBbRA87n7IIWENElR1IT66QmliXd7kxBFEXt7e2xvb5PL5VhaWmJsbOwbnxMfikNZVdX3Cpz7vs/W1hb7+/tMTk7y8ccf8/Tp04GqRd/2Ins7ex5/8heHbG57NJyINE0xDEEQXA08Gk4MIqZUSKk2+m9PIa9wf8lm98C/AEk9L2G3Xx4GEuSOjeoUCyqWIeFjGKW4boxp6Bg6TIybHUA6iIIWNF5ezLG+dREqZ2n+jomuK/zdl3WSrl2jCJgc1xktSTgK4PkJ1WrE0UnAeW709EWTxw/yrL1u9oDT2SmDqQmDF6+dK7Oaz8syBXlbw7IULENB1xU0VYCQoNSyYsZLMUJJaDQTXLeOpigszSk0mnCc0c7+aodS9ErT4PFKgWot4tVG7z6tN2LiOOXeUo7Xmy7pJdnXigJTEwajIxqWqYCQfaRSjygVVYoFjUo1wg8THizbPYtw3iQmI0t3ZkwmxnRW15qsb8ltPKmE3F+y+aNfHV1o5+yU2XEzL3TB5ukpWUzxpjUIbI6iiP39fXZ3dxkfH+9A5ixn83UXB2zncmZFnnW73hzH6Syx7s7zPF8g8DbD5u4CjEN9expCzZvTMEP5ZhVF0Y3HvXSP8VkTit2rVyqVCnt7e52oJMMwekDzmxaBHQLloW67hqPjUEO9IxmGQbN5+dLVQeV5Htvb2xwcHDA2NvZG2aY3oWvJUIY3Bsq6pSB0jTTs//B91YOQMVZAtQxiL7jCodwFlPtEXog+Nwta5JOoOcL6Cen4xDt5OKvX62xtbXF6esrs7CyfffbZO83cet+zhdt6H7YzTVMqlQobGxu4rsvi4iI//elPUVW1BxD3+1u4GGtxWwBCkqT8zd9V+dkvD/jt5zXSFJbmLY6OfVwvRRES6o2P6piGIIpTqrWIgyP/gnu00YTJcYOx0ZTTSu+YMX/HZKyks/qq+UaQNGcJCnkdO6dgmgqGptAeBuIE4iTFsmQBuuM0JU2hkNf43kcFfD/hpBJSPrl8LPX8hMNywOK81XHOnpehCx6u5DmthBcgaVtJCuWT7O/TVMHEuE5pRO7HNJVO8MOyz/27Eq7eW7JJU9jYcfGCRO5zU7qFNVW6jIUQpElKnEAUJZ2Ceq6X4Dgxnp/i+dnbOz9rMjpq8GKt2SpmKDhzNsu+qapQKkDOksUBhRD4AdQaCU3n8oe10RGNpXkZffLV8/7H2HETdvd9Ht6zefG6f0RIksDR8Znzu30MdEewvuUxOa5TKuoYrf3puHHL/f72E3UP78tj8PK1w965QoFhmPJy3eGTRwW+Wj3bviSB3QOf3QOf/3Pu83RNMDvddjSbrNzNMTlhMDdrMTVxOyBnFEVsbW1xeHjIzMwMn332WSfftD1mnXc1Xxaj8W3A5jZAGB8f73ktq3hUO8+z++/aruZcLoeu6zd6HIZO2ZvRECjfnIZA+WYVhuGNA+XLdNXqle5c/vNFYHVd74HNOzs7PHz4sKfYYLlcHsgEMtRQN6Xh6DjUe6nvokO5240chuGtyEYeVNcHlN/8ocWYGMXfL1/ymZf3DSEE9vwE9bU93AGBcr/IC0UDMrqEnni4iYWqRDRrVQql0YtvGkBJkrC/v8/29jaqqrK4uMhHH310Lf3/Q3Iof1eBcrc73bZtlpeXKZVKPf1BUZTMJcu3vcheoxnxy1+X+aNfHbJ7Dpxt7nis3M2xueMSRr1Qry1FgbFSSmlEI2+bxLHgtBpyWA6YnTYp5lOabszjlTy+n/Bq02Vnz6dgK4yVdGxLxTBl3ICiCNI0JY6lq9TzZcxFvRnheimul30dWF6wsFu5v1Es9/H0pEEQJlS64i9ylsL0pEGxoCGEBJrHp0HPexw3Rq1KZ2o3SJwY05mbNXm96WYWqesnVYF8XkYrWJaCoStouoKqgEA6hi1T5c60St5W+OiRSpKAqgoe3svjODJGY/fgm507AmS0SJiytuFeGUkSx3BSBarn+6mCocNIASxTwmZSQRDJ9xULJmsb/sCTBX6QsL7t8nglz/O1yyeOx0oai3MWr7d6j8H+YcD+4cW+YRiCqXF5vA1dIU5THCfm5DSgWr+4P9sZ2OWTkBdXFIOM45SvXzT43keFgSI2wihla9cjl1MoHwf8P3980Com6ZMkMNfKZ24XCVy4YzF/x2J89Pof9huNBpubm9TrdRYWFvi93/u9C4CtDTqzgOd5yHwbYPNVxaPaWZ6O47C/v4/jOIRh2JMDeh42X7eGQPlmNATKN6chUL5Z3XagfJmuyuUPw7AzzlcqFf7tv/23bG1t4fs+IyMj3L17FyEEc3NzfPHFF6ysrLxxnvd/+2//jV/84heEYcg/+Sf/hB/+8Ic9r5+cnPBv/s2/YXp6mn/xL/7FN97moT48DUfHod5bCSG+1ay3t4Wq593IDx8+pFgsXkMLr0/XBhuVNx+i9CuA8iCALDcngbJ/XCOJYhSt9yY+lR909v99gLKqQIiOfi6nUwAiSUBR8arHbwyUHcdha2uLo6Mjpqen+d73vpeZ+fUuNQTKt1fNZpPNzU1OTk7e2J1+22MtXm86/NdfHvLr/36M7/d3Vq9tuDx+kOfFq+zCcUkCp1XBaTUGziCcrgsKtsrSnEmcynPTMhWWl3Ls7nk0nISG8/YThZoq4xTqzYj1jFiLw3LAnRmTOEqpN2W/c70kMwKjkFeZmjAo2Cop0HRivCBhZkonb2sYumB33+fgKGB8VGd22kTXBaoi5NxcKojTlChKCUPpFnZdGa/g+Qm1ekwtA2ACTE8YzEwbrK07OK7cwSvLNtu7Ln5XxIidU5kc1ynkNTRNEEUJjWZE+STs/F2W7JzCyrLN/iX5y22ZhsBu5QprakqSBCgK5HKmfOhMIUpSolZ8hOcn1BoxszMGsRvhejHlE4/xEphGiqpCmir4oaBaS3D7pI+0Hb8fP8pnFshbmrco5FuFAt/A1R4EaQucn8FzRYG8rbI0L2GtYQiSVBYUrNZj1jcdGs5guZJpCl88bfD9j4p987mhG1QHrK6dHYNXGy6LcxaVWsjrTZfXmxcd73ZOYW72LDpjvgs2jxTf/lEjTVNOTk7Y2NgA4O7du289aXoZBM1yNGfB5jRNURTlW4PN+Xy+x6nWVhzHeJ7Xs8TacRyiKOpA6u4IDdu23xkQGwLlm9EQKN+chvv+ZvW+Av1u2FwqlZidneW//Jf/0nn98PCQZ8+e8R//43/k9PSUf/fv/h1ra2s4jsPIyAgPHz7kwYMHPT+FQqHnO5rNJv/8n/9zfvOb3xDHMf/4H/9jfv3rX/e8p30NedNi7UMN1db7d3YONdQN6U0cymmacnR0xNbWFlEUsbCwwE9+8pPv7A3LtcGnt3Eoj18RDaJe3dZOjnKS4h/XyM30LmHqdidD/8gLAB/zAlAG0COHUC2gxj5us0ku46Gx5zu6+kwcxywuLvLw4cNv7cFuCJRvl9r9YXNzkzRNWVpa4vHjxwP3hzZEvo1u5ChO+J9/c8p//eURX1wCwM7r+ctmX9iXpaV5k2JBxlq8eH1x8lFRpON3pKiRs1Q0TRDHKZ4vwevJadC3QN1YSWNxPsfGttsTN5ClvQOfxTmLOEkvha6NZkyjeQbzDF3waCVPoynPS01TuLuYIwgSao2I3QOPb3rKrizbqKrg5asmh+dc32vrDveWcuwferie3H+OG7O5k33+lIoa42M6dk5FVWQetO/HTE0aNJ2YOJF5zHdmDNJUumujOCUIUhmT0coV9oMUPzNXuBfKgiwUeP9unr0Dj9W1s303NWGQpClbe+2x+aw4YD4HhbyEzdKNruD6sjhgGKY8e9Hk0ycFvnzWQAh48iCP6yWZmdZ5W8HOaR3Xt6G3Cge2XO5pIgsHhlGK7ye4XkzTjfG8hHoj7hR2LORVnq85mIbCzJRBw0koFlQmxgzsnIqmSeDdaMQcnfh4/sX+/NFNydwAACAASURBVPnTeqZTeayksTBn8XrT5cs+rvatXY/ZaQNDVzg+vXg9c9yEl68dXmZEgkyMafzO9+SD6txMK06jlduc71P3IEmSzmqLYrHIo0ePLjwov0sNApvPFwps6yZgs6qql8Lmtqu5XTzKcZwOFDvvas7lcm8Ea5IkuTXXig9JQ5B/c2qf20PdjL7LDuVvounpaaanp/nP//k/80//6T/lJz/5See1SqXC2toaL1++5Pnz5/zxH/8xL1++pNFo8K/+1b/iD/7gDwD4wz/8Qx4+fIiqqqiqiq7r/OY3v+Ef/sN/2Pms+fl5lpaWvvXtG+r90RAoD/Xe6tt2KA8ColzXZWdnh4ODA8bHx3n06NF3zo38raqP8/cyGWOXP3QO8iB0vjDfVUC5X+QFQKQYFwrzAWhpRJBKo3Pz9KgvUPZ9n+3tbfb39xkfH+fx48fX+mDdT98V0PpNddu3MwgCdnZ22N3dZWxsjCdPngzcH7pByN///d9j23YHSrxLB9vb6rQa8id/fsQf/8UhjUbM9KTBJ48LKIp07ZZPemMfsvT1apMHyyov17OPoabCo5V8VyG8/pEKSQLHp2EmQAOZnjMxpjE9aWLnVBAQhQmGofB8rcnnXw8Ow7d2PZYXc+wdeD2O3yyNj+rM37FY33L6AsB2+ybHdcZKOpapkCKjGyrViPIlxezaTtXj05C19cvdwq83XZYXcxyW/UthOEC1HlGty+P38L5csrm+7bG+7TE+2mqnpUDaamctpHwcZjrOr1J3ocCsSYmjY+ninpkyODjqBeVNV/6cz2sWAooFyOdSms06T+4LVE0hJcDQBffvWkSR7KuuG7cK6yU038LhLgQ8Xsnj+b2g2nHjnjzneiM7H3t0pAXvLRVFgSBMqNZjnr1o8MnjAl+vNliYsyjmNVbXmgPFYewfBkyM6cxOGewfXb1NMqM6x+sthz//q+Ps95S0jpt5btZkZkpDExXS+JiF+Wl+53d+p5OPfFNqg6SsCf9u2NydP99WP9h8nXBKVVUKhULmdSGKoh7YXC6XcV2XOI7RNC0TNp/f7iFcuxkNXbI3p2/zWXKoiwrD8MavAzepcrnM9PR0z+9GR0f50Y9+xI9+9KML7+/ur7/97W97/nZ2dpanT5/2AGW4majQod4fDYHyUEO9I/UbjJMk6WQjvw9u5H4SQrz7G963AsqXO30ZBCjPdwHljBzl9NzDVL/IC4BY9B9mlTgExUAJHQLPw2hViG8v893a2sLzvFvRZ/pl775vuq1AuVqt9uSHDpqvnlVk73d/93d7oMLp6SnNZrNz/rYBc/fPdQKEZy8b/OyXh/zV/zohDM/62GZGwbmCrTI1eRb7UK/7HB6HPTEFL9fjC07M0ZIswLa57V3qYFYUGClo5O2uLGFVIBQ6blI/kEXlGs2I04qEpI9X8tQacU+RvLFRnckxCUmTBOoNWRywHzBe33J5sGyzvu1kOovvLeUwDYXVV01OKlfHK11adE8TTI4blIoquZzMQ3a9kGJeZ/XV5aA6q91L8xYnp8GlMQymIXjYJ/u3H7hXVcHUhIplxChKgmmaxIlKpRplvv/hPRuELFJ3FfQ8qYSURjTmZ80rs5pBRkfYtsHkuMHL1w6enyBhc9LqN2BbKbYFBVsQRQpNVzqbBx067ZzCg2Wb3QOfZy+z+6kfJLzecnnyIN/3PZVaRKV2sRMpiox5+fhRHkUIEHB/OUe1FlE+7u+4b+v4NKRYUC8tCDk/azJa0uWkyhUrDCrViEq1caEoohAaE2N15mdfMXfHYuFOO7tZFgvUtNsBNPvB5vNu5vOw+fw1pjtq6DrHWk3TKBaLmUaGKIo614RGo8Hh4SGu63YKR7Vhc7v9Q8fst68h9BnqQ1QYhpmrMT4UZQHly9Q9TlSr1R73sa7rHB4evtP2DTXUECgP9d7qpm680jRFCIHrup1s5ImJiffejWwYBmEYvmOg/OYPK/rI5cUKxBVF+QDMiRKKoZEEUSZQPg+lL4u8QBXQh08akYOnGSgC6idlRqZmOu7TkZER7t27N8y0+pZ1m6I92su+t7a2ME2TpaUlxsfHBxrbriqyd5mDzXEcms0m9Xqdg4MDHMchTVMMw+i4mtug2bKstxprgzDhr/7nCT/75eGVRc661XBiGhkZrqURjalxg1yuBW/rEd//uECtHjI6YnBSkRm+c7Mmi/MWQkgHchRJQOy4Mc2mjBvoB+POa2xU49OPiqxvuXz1/OI2nFZCTs+BXyFgakJnfFTHNBTCKKVWjzgo+0QRvFx3erKgdQ0erRSo1qPM7Nq2LFNg5zRyOQXLUNA1gaYpCFUg0pS0lSschilBK1e40Yg4PPJZXsph6Apr6x5J4mGZSsu9qqJpCnGS0mxGHJ8GNJrZxHFzx2NxzgIlpNHoHfAmx3XmZkzWNvpHKvRTHKccHUetfSco2DE5O5V50pMG+ZyKpkLcSqw4Pg05Oe3vvj6vai0ijtNLASnAg3s2ioAXrx0OMgrrJQlUalCpdZ8Lcl+pKpQKkLNkcUChKEShoN5MqdZlQ6cmDGanpaN6kPzlKEpZfdXk08cFvnx+9fstU8L8/cOAv/syG/KqqmB6Umd0RMM05bXX8xJOqyHHJyHtXVpvxERRyspyjrX1sz75aMUmjmUUylWAXghZBNLSQVFidA1s28Qy9Y4xPEnACxKev2zw91/VsC2VXE7hxStHTgS0YjMW7pidf89Om6gDxFpdt7pB6yCw+aq8ZuBbgc0jIyOMjFyMDQvDsJPX3J6A/Nu//dsObO52NbevC0PYPNT7oOHEyc3rfc1QHlSe5701UB8fH8fzzu5tHMcZPlcO9c714Z6dQw11DdI0jd3dXfb394miiMXFRX7605++d27kLLWLElotl+070ds4lEeu+P4B4JdQBLk7EzQ3DvCOeoFyC831/O6yyAvlEoCtkMqnZlUBv87f/nabmdlZfvzjH3+QeWG3QbfBoey6LltbWxweHjIzM8MPf/jDgc+rb1pkrx9USNOUIAg6sPn4+LjjoAd6lkq3gbOu6xe+9+g44I9+dcgvfn10aXxFzhJYloqpKximgq4rqCIligKiKMQ0DQzDRAhBkqbEkXQPV2oRSZIyPWFwXAmZGDM4OQ3J2xKOpmnayqeNOKmEBOGbu+7vLeWwTIXVV84bxVrI/QhHxyFHx72g2TQEi3ctRosaigq/91mJOEwJ44Q4hvGSxlipQBxDFCUEocxydtwEx4nx/BTPDyFj/itLHVBdi3i10QuqPT9hezcbrhbyKhNjsgigqkqwWW/EHB37bO16zM+aKAJq9Zj7dyWoXn3V7HFJ2zkFO6fK42t05QoLSNIUz/PxvBCESppq+EGK48a4XkK9GbeKF4aMj+os3DF5/tKl4fSes3ZOYWLcoJBX0TVBFKU0nJjjk4DmORd1oxmTJCn3FnO83urNqH64kuf0NMzMBr5MmiqL6tk5FdNUMQyBriooCiRpQhInWFbM/KzcLiE86nWf2UmFIFSo1lOazuV9M0ngq9VGZi5yWxLmW7xcd66MtYjjlMNywGH5IjDXdeloHylomK0CgUGQ8GTFQjc0CX/9GF1T+PRJAUVAiowdi2M5kSGd/XHnWDYaMb0tupiBDbCynKNgq7x47XQmCryjgIOjgL/9vNbzXlUVzE4b0s3cdjS33M3Tk8al1+NvS28Dm9uTgt3XpvNj+3VCL13XKZVKlEolTNNE0zQePnxImqY9sLlarbK/v4/ruj2TkN2w2TTNIaAb6jujYdTIzetDzVCGbx638oMf/IBf/epXnf/f3t7ms88++6bNGmqoHg2B8lDvrb5Nh3LbjVyr1bAs68Zybm9SbaD8TvU2QLloXvq6UAd7kLHnxiVQPu9QFspFh/Il7dQ0iFFQs4KUAS3ySFQbhZRH9+4yNnNnoPbdlNoO/PdVN7my4fj4mM3NTcIwZHFxkQcPHgz04J0Va/Gui+wJITBNE9M0GRvrzRRP07QnQmN/f59ms0kYhiiKgm3b7BzofP0iYb+cEEWC+VmLmamUOEoJwoQgTGRRMr/1Xy/F9foBZwWIWj9nagPG11suO3sSTG1ue3zv4yJf9AG/paLGaElrFTYTpK383nq9FzhnOYVVBQp5BcuUYFTXFXRdoKkCVRE9UevtInNxqwBbe3vb8Rl+kPJ6w+2C1Q0er+R5/rLBaElnbFQnZyqoKoQROE7M0SU5yP00NqqxeMfi9ZZ7IWZgEMnCgDGmIbBtFdtSMU2Fe0u5TuFCXbcACXGDIOHugkXTkS5w+ZO08pYvu14IpMP3Ity8t5jDsiTQ7xf94bgJTh/HcbuYXd5WUVVBECTUmxHHlYAHyzbHpwGLcxbrWy4bWw62JeNSDEMeX1URcvFMKogTeUw7/ddLWoUDZWZxtX5xckpT4fGDPJ4DL9dl+0dLBjlLYe8goD1taZkys9kyUiTPUPB8QbWedCJe0hS+eNrg+x8VepzNy4sWOUvl+VozM/KkW7oG+bwsPGmZCoahoKlyMlQIQZqkxAmEUYLnx1RqCZoqmBjX2dgOuDuvUamFjBQ0dE0QJ1BrxhyfBp2igm8qVYHHDwrUGlGPC/oqxXHKzp7fOv+rPa+NjqjcXbBZmDOZmZKAeWJM5pFPjF2c/LoJvQtnM1wvbO52bAohMAwDwzAYHR3teV/3JGTb2by7u4vneaRpimmaPaA5l8u99YqXoYa6Ln3o7tjboA8ZKIdhiKZpbz0u/sEf/AH//t//e5IkIQxDoijis88+41e/+hX/6B/9o8773vdnu6GuV8MRcqj3Vtc9MCZJwtHREVtbWyRJwsLCAnNzc8zOzn5wMBluEVAuXH7TMWi/sOcnAZmh3HOhPQ+TEReK9J2Xj4VNtsPNSHycJIeiCBKnSpLM3Fr3Ttu9O7y5fncKw5Dd3V12dnYYGRnhwYMHmUuOs3RVrMW3JSFEx4XWLc+P+dX/V+bn/+mAje0zJ6GiQKmYUrAFhqGgKgpRmFKpxryNF+P+3RyGobC6lp0t/MXXdb7/UTEzz7W7UFyWluZNJidMwiDBNBV0TUcRsH/oEYTQaCZ9YyAGlabBJ48L1M7FWny92uDjRwWevmhk5gVrqmByQqdU1DEMQZqA68UcV8IL7u/lxRy5FoT9vNLofG/B1shZSq+LVtYXJAXiJG2B4RTPlw5TCUxT/CDitAX1ZUZ1jldrDtV6xMyUQRAmnFYiFAUmxnTuTJudonuuf1Z0bxCpCjx+WKDRiHpcxIMoZ7XiQCy5jRKYCjmUpzJPeqSgMTNpEkYJj8ZsHC9heSmH56fUaiG7+x7RN1y4UCyo3Fuy2di+GJFSqUbEscrSvMnmjpwM8Xz5c7YippXrAeRzUMiDaaSoiqBSc/j4oUYYKlg5Dc+Tl6pPHhcQQoLndsRLGCY9xzII01aW8dUxLwt3LCbHDZ6vNTuxFl/UG3z6JNslbedUxkdVNC0iTWJ0zcAPFY5Pw8wijgVb4d5dm+1dj69XL36erkEhr2G14beuoGkS8Iu2I7od7RJKwN/ezkotpvp1Hd+P+Xq1yetNl0crNutbLkII5mda0RmtnOb2v8dKtwNkDAKbz7uarwM2J0ky0DXmqklI3/c7E5EnJyc4joPvyz6VBZtN0/xggceHUL/itmoIlG9eH/IxOD4+ZmJi4uo39lE+n+df/+t/zb/8l/8STdP4D//hP7C9vc0/+2f/jNXVVYQQrK+v89d//dcIIdjY2ODu3bvvcAuG+hD0YZ6dQw31DeQ4Dtvb2xweHjI5OcmTJ086ANl1XYLgzSu6vw+6HqD8FhnK+SuGtQGXvNpz8gIeeyFR3e1kM6fn4PFlcRdthcKEtP+SaZHEoGgoJNROjhmdnBqojd+22vnCH+qN3btUvV5nc3OTSqXC3NzcG8WcfNNYi+vW3oHHz//0kD/7y3IrnqBXSQKnVcFpFdpFzUDColIxxTIThEiJE42mIzo5s90yDMGj+3lOq+GFyIYsff60fsHFeZm64xragK9bOUvh7oxBMa8hBDheQvnYz3Sk9lPbLby+7fV1C3dD5fNMIYpT9g8D9jMyfS1TYWbKYGbKRNcEYSSd0csLFqfVqOOilXnRAzf5gpbmLQp5jdW1Zk/8x8FR0HGAHp+GmTEfIN26E+M6oyUDQ5dQ3PFiTlpQvFhQWV7MsX/os7vvkbNU7i3l+rpoo0i6vj0/6bihpds9JMsRLQQ8Xsnj+QlPXzRbbRI8uGf3FLxTFJlzPFrSsMwuKH4uXzhLczMmY6M6L141L41IaWcT37+bu7JPN135AwI7p7C8aLJ3EFCpBRTzAXYuxdBTVFUhjhUcTxYHfNs0n+585O293tf6uaSBjitdStB9DEaKGuOjOnlbgn7TUFpu75S5WYvpSRnt4vsJjhfjtOD3aTWCAeB3t8zWeHFQDni2dnYtXl1zWF7MUT72ebXp8iojp9zOqZ3YjIU7FnNd/y4Wbse1sA2Fs+Dwu4bN7WznbyIhBJZlYVlWJmz2PK8Dm8vlcgc2t/+uGzTbto1hGLfm+ncdGsYu3JyiKBru+1ug9/n8vkzlcpnJyclv9Bm///u/z+///u/3/O7Fixedfy8vL/OLX/ziG33HUB+2bsed0FBDXYPe5cUny428srJy4SbDMIwPGii33SXvTG/jUM5d/qAzuEP5bEbYPaycFfs7B5Qvi7toK1a0voX5QBbnC9QiQgiixinpxOStvHm6TQXrvotKkoTDw0M2NzdRVZWlpSU+/vjjgYvsdTuS4WbcyP2Upin/5+9r/PxPD/ib/1sleQtDVRhB+VQA8pwyDTAMmJ0W5K0URUmIYjB0lXpT8Oxlgzfpjp8/vTxv1tAldKpk5Aqfl+slbGxfjFQoFlSmJmSxuBRoOjFHZZ9GV25vllv4MkmonOfpi+ZAERejIzKiYWPHY2Pbo1hQKRV1tvdkewt5ldkZU+ZKqxCGKbVGxNFxQBBc/QWKIiGs6yWsX+IWPiwHTI7rTE4YlI+zr4tRDAdHIQdHvbB3ftZk8Y5FpVU0b3baIolTGk50YX++jfK2wv27eXb3vR5wLNskC959/LjA1y3QnyQy//soYzs6+cJFTULxFJpOhKHLApEvXjvsHgx2bXS9hO09j4f3bV68ujy3eXrCYKZVyO/r1bPjUGtArSE4czbLfaUoMDoCtpWi66AIQRQrNBwJm8+rPWlTPglYXbs6Q/rzp9KpPGjhxVo9YnJcJ4pSnq42GBvV0TXBQTlgrKQzVtLI2yqFgkbRT6jVQ45Ogjc658dKGgtzFq83XL7o0671LZc7Mya6EXNaufjhjhvz4pWTeTzGSho/+kEJIeDOTKtAYCu72c7dDgh1FWw+D5mvKhAYRdG1XneEEORyOXK5HOPj4xfa2w2bj46OcByHIAh6/q47tzkry/+7piFQvjkNV+UNdZMql8tMTd1Ok9FQQ7U1HCGHGuoSXeZGzpJhGNTrb1ak6X2RruvvftvFm99Aq7pALdjEjT4PwAM6lK2pUYSmkkYx3lGFkQdz0oV2PvJigDaminIpUFbTmDSVH62mEc1qhcLoWP8/uCF9SED5XeaJ+b7P1tYW+/v7TE1N8emnn16Ih7isHbch1qKfmk7Mn/3lEX/4Z0ds73kYuqBYkLm6hqFi6AJNO3OTtot1QUocJ7hegOeFpKlCikYYyqgMz0vwA/CDlHoDVu7ZKKpgY6NJksql/0JAwQbbBlOXObNCSEem60GlFhOe665ftKDXV88aHVfpxJjO3KzJ602XL98wV1gAlqXIn9YSfEURhLGMIijkVYoFG00VGLqCHySEUYrrJZSKWt8M4PP6erV5JVRemjcpFDRW15wep2i9IceXhTmL7V2vlYN8EQQLAWOjOuOjOjlLQQjw/YRqPaJ8HJCzVe4vyTiCtpv3KpVPQkZLKmMjcHqFE1oAj1byhFHCqw23E6mQpWJBZbyVg9wNxcvHAf4lUHxmymB6QkLYLzIiUNpKEni62uB7Twp9QWRbYZiyd+Czd+B3IKzrJbze9LAspeVklUUh4zjFcSLKp0HfqJSglaf95EH+AuwG6Z7XdYUXa00O+4D6fttUqUGldjZ2aFqCbQlmJgUFW07aIEBVFPxAsLXTzFwh0E9fPmtwb0llczsm7sP8FQWePMjTaMY9EzfHpyHFgsrinMXmjpd5bihCFhocLck+CgLPj6nWIsonAS0OyvysyWhJ5/la88pihAB7Bz4TYzqzUwb7R1fvUzunsLJss7Pn8+d/dZz5nvFROa7M35Fu5naMxtyshWncjliry5zG5+FykiQcHx+zu7vL/Px8Z0VaN2y+7gKB7Ux+27YvLANvw+Z2ZvP+/j6O43Sy/Lthc/u/35Vc1jiOb20U2vuu4aq8m9WgETvvq4ZAeajvgoYj5FDvrd72AtR2EW5vb5MkyRsVx9J1/YN1KBuGcSsylAGMiVHcPkBZDAiUhaqQmx3D2S6fFeYT4gJQHiTyQqji8vpTgBIFYMiCgl71ZAiUb1DvIis6TVMqlQobGxt4nsfCwgI//elPB3IZ9Suyd5seKDe2XX72ywNOKiGuFzMxpqOqsLvvydiHesyVnb6jdmJv7/stU/DwXp7yacja64vnc5pCw5E/vTmzcedT87mUvC0/S9cVhFBoNn2+/4lNvRZTGjU4qYQ4bsz8HRNVUVAVOU60j0Mcn2UJh6GMVPCDpAW92zmt2fRMOiRzrK27mVnNhiGYGjcoFmVBsySRkP74JLgQF/L1apOPHuV51gWVL7qFsyFsoxlDCovzFlt9itWlKZxWQk7Pgby5GZOPHhUonwR4ntxPc7OmjHyohJn5zt2qVGNGR1Rmp9RMWJezFB7cs9k/DHi+Nhiorjdi6o1sd/RYSZNFDC2Zr+v7KUkqgczzlw4HAwBDaEU5PLvc1d75zlGNhTvSCdvt0PVajuMsFfIqE2M6eVtD0ySYrjdijo59/EC6pD99XODL541OhnS9ftE9LydWVHK2Qs5UZfFArV0YUrSgoIwDyYqQqDVSag3Q71iMFDVWXzURwN0FjWo9QNehVADLTJFDokIQCqqNlGbzImx+vRnz8L7Miu52vEtXuISwX69mH+d6IyaMUh4s27xcv3jOJ6mcpMgqNKiq8MNPisSxnGxKUri7mBuoj8IZ0L67YGWuPgAJs+/MmLx87VzZJ04qISeV8IJjWwiYHDeYv2PKCI3Zs9zmuRkTTbsd43x34b2DgwO2trbI5/N88skn2LbdA5u7/w3ZzubrvoZ1w+bziuO4BzZXKhUcxyGKog5s7gbNtm3fKoiYJMnQoXxDGgLlm9WHXJAPhkB5qO+GhiPkUO+1hDiDAlfJcRy2trY4OjpiamqKjz76iHw+/0bf96FHXtyGDGUAfaKEu7Gb/eIbTDTYcxPngHJGnuAAQFlVUhIEyiVJm2bs4qYGihCoiY/baJC7ZcUd26D1fdc3yYqOooi9vT22t7fJ5/MsLy9TKpUGjrW4zW7kOEn5n/+nws//9IC/+1K6O01D4c6MwfqWBDCKkC7QsZKOocvs3ko15KB85h68SjNTOtOTJmvrzpXu0LYMQxZWs3OywJyut8AwECcQhDGeFxMEMaUi7Ow52FbK+oZHsSAQqkoYKJw0Usqn0UDREpfp7oKFbau8WLvcCRsEqXTiZrhxC7bKxLjMmFVVQRSlNOoxnz4usLnjcnfxzdzCDUcWPVyalw7QyySARw/yRFHK2vpZZENWXrNhtCIfChKMuq5HvRHRcAVOiwlWajGlEcGdGZO91mdNTxrMTBlXwjnDEORtFduSsLRdPFAo8vxIElmILQrTTn7yYTkgDBMe3stTa0T4foKuJ0yOv3kO8hdPG3z/42Jm/vHSgkXeVlldc/higPiSbkmn+Nl4mrMU8rbK9KRJaUQWS1QE/N7vjKAIeS6Rqqws2wSBLDbnuDGul1Bvxq0JiDe/Bj+6bxPFqQTVXfnIrzYDPnlc4KvnDcqnkFUc0DRSRlqwWVUFaSqdzdu7DrNTBscnETlb48502xV+9T7yvIT1bZcnD+XkyVXSNHiyUuC4EvJ3X2Wfa0YrlqRY1DB1QdwqYHlyGlKpnU301BsxQZBeiBxZmrfI51Wev2xmwuwLbVIhb6vkLBXLyi54GYQJq2vNFnBOGRs1ODj0mZu1gLQFmc9g88y0iTrghPi7UBRF7OzssLu7y+TkJD/4wQ8wTbPnPVmQs9vZ3D05Cly4f+jObL5O2KyqKvl8PvOePo7jToSG67qcnp7ium4nO/d8hEYul/vWAeMw8uLmFEXRwCvKhnr3+tCB/vHxMQ8ePLjpZgw11KX6cM/QoYbizI28tbUFwMLCAg8fPnzrG9trcel+R3Q9QPktHcrjI31fG9ShDGeF+bzDKnCxIJ/83dVtVBRBgIlFf4gjSCFOQZPta56Wbx1Q/tAcym+iZrPJ5uYmJycnzM7O8tlnn114+O6n215kr1aP+JO/OOKP//zwgrvTDxLKJyF3Zgz2DgKSVBZkO/8+VUmZGlcYH7MwTQ2vVXitG848vG8jkJmz1VpEoaAzOdGKktCUzvxSnEAYSYew48bUG3GnHf3Udha+3nQ5KLf7sOhyn8a0nc2aBqPFFDsHmqYQxQq1ekqldjkR11R4tFKg0Yz6OhzPSyCdm3ZOwzIFpqmiaQJVFSiKgFQWmwvDlCBMKJU0hCJYWsjRdKLWknoTP0ip1kLKx0HfqAGQ7uc0pa8Ls+0WPjgKeJ4Rt5ClIEjZ3ffZ7XFHy75r51Qmx3WKBRVDl4R/YkLFNnWajtzfD+/lSUmJY5lfHIYSCrtuTNOVgC8IIk4ZbOwZK2ncX8rxeqs3wmSsBZKzsnDbOcilooauS6e448acViRw/PzregcqCyEjG7IypHUN8nlNgkRT6Vs8MIwSggvFA9tO95AwNJicMFh91exx+SoCxsd0xko6oyMaCPD8hEpVRj4MOhHSjuY4Og5Y7ZPVnCQy03O7ogAAIABJREFUv/syh7YfCI5OIAs2C0KmJlKSxKdRD5ieUPA8hdNqciGK5ryiKGX1ZfPSTOZiXuXeXemEviqqJghTOSmSkWWdsxQmxw0KeRVdU4jiFNeL+fRJgTBMMXRBpR4RBCmPV/Kdc1NO/Mm2Bq2VC64rj6fnJ1Tr8ZVFOicnDAnbXzmdSbmjk4CVZZuf/fKw5726JpiZNpmflc7mM+BsMjXx7orSeZ7H1tYW5XK5UzD2TYBO+/75PAA972buVxywHTfV7ZC+bthcKBQy4+yiKMJ13Z4Cga7rdlYwnXc253K5awG/Q6B8cxru+5vV0KFcZnp6+qabMdRQl2oIlId6r9XPodxsNtne3u64kT/++OM3diNn6Vqg6ndE1wIb3xYoj15yLN/goSvXAcpdkRfnNIhDGSAQJlZ6OWTSY5dYk21XIgff8zAta+D2XreGQLlXaZpydHTE5uYmaZqytLTE48ePB3r47RdrcVsgMsCLV01+9stD/vJ/HBOE/UlVoxlj6AoTY3rfpeVxIjg6STk66QVwY6MaD5ZtdF3B9xOSNOXhPZuTasTJaUA5O550YK0s59A1hdVX2c7CLzIK9UXt4oCn0B2hYRpQKko3pqIIwkhQrckl3UsLJrVGQrUeYpkKTx7k0TSBIgQpEjzFcUoYtVy0noSIjhvTcBIaTv+VLULIWAugB6599DDP16uNHue3okjnb2lEwtM0lYXeKtWzZf+OG3N0nLK8YLHegsptV/hVbuEO/LYUDF0giInCAEUVmIaJqmodKOwHEswdHgfsH6Y8vJ+nUg2p1iPGRhNq9YjxUenAFgLiJKHeKg74NsPM0rxJIa+zutbsyZBu67QaMVLUmJ81L+Qzd+cgn1cbOELKT3+3RJpK+K2qgntLOXxfuoWbrQiJSjWiUn27cXLlno2qwItXTmY8yGWRD5ommBzXKRV1DEOQJuD6cuKmXWxurKSxOGfxatMdqHhemspz5NE9jdXXV29TNmzvLQ4oBBQLULBTdC1FVRTiRMFx4aSadPpzksr+/r2Pij0u/5lpg6lxCduzXOPnZegCu+VwN03Zb3Ut2+HedELiOGVqUrqFZ2dMTlpRGJqqEEYJlVrE8YmP6739MoalBYt8TuX5WvNCwcowlDD9/LgURinbux7bux7/m2rP38iVImYnp3l5wWJ2xuTOjMXEmDFQmxqNBhsbGzSbTRYXF1lZWXmnILf7swaFzWexQ2fX4/MTrtcJmzVNo1gsUiwWL7wWRRGO4+A4Ds1mk6OjI1zXJUkSNE3rcTW3//u2bR1mKN+cPnSH7E3rQwfKx8fHw8iLoW69hiPkUO+1uuFMkiQcHBywvb0NwOLi4jdyI1/1fR+armXbrwEoizc43va8BMpBpUEUhCj6Rbg7SIYyQCQ0Lkm8AEBPAsIkj9Jaqt84OcKcWxy4vdctTdPw/f6Fst4XXQWUgyBge3ubvb09xsbGrizW2a3bHmsRRQm/+etT/t8/ORg4SgFkXujstEHeFjSdq0HLnWmDyXGDF+sOf/N3NTRV8OCe3VOETFFkwbzSiIZlqWiKdCd7Xky1HnFSCTNjNNruy5NKyNp6ds5ut7Kgcpb8AA6PoQ3IFu/ozE7D/lHI0bGHqSdoSkrgK9RqgkotvdKJeZkKtsL9u3l2D7zM4mxPXzT56GGe52vNMwiXwGE54LCcEU2hCyYnZDSFrss4hR98LOFw05Ef8PC+TZpIp3AUnUVIOI6MV2g6Cc1M+J1CxgqMsZLGo3s2r7dcvupykSYJTE3ovN68eHx6Cq+ZMijI9yXIO+/CbcN2P0han3X5+FSrRyRJytK8yebOYGNZsaAxWtJYfeXgeQmfPCnwdauoY7GgMjFmMDaqy0mGsAXFT4IeZ/Fl0jR4/KBApZKdFX6Z2g73XE4jZwkMQ0VRJAhWVEE+p2KZKit3FcIwQdcVgiDh7oJF00kys7qztPo6utQt3Ha27x34V44baQr1BtQbgvOwWVFgdATsXIqugSIEp5UmnzzSqTdTRksmtbpckfBg2e6bE+21IH87JzoYAPIXCyr3FqWzvT3hsHcY9B0bSiMa46M6tq2iCumCbk+I9JuAe7SSJwyTzH7fraQF8r//USFzcuS8/EAC/EYzotaI+PmfHVLMayiKzOWem7Fa2edWl7vZZKSocXp6ysbGBmmacvfuXcbHx7/169HbwOasGI1vGzaPjIwwMnJxRVwYhp0IjXq9zuHhYQc267p+Ia/ZsqxL2zp0yd6chkD5ZvWhA+VyuczMzMxNN2OooS7VcIQc6r3XeTdyu6DIdaq9ZG+ob6i3zVAeyfV97U0iL3IzY5JuJCl+uUGucPHBYZDIC4BU0drPzJdKxCEo8uZJ+A2iKETTbsfNlKqqH7RDuVqtsrm5Sb1eZ2FhgX/wD/7BwA8aWbEWt8lxdHwS8Ed/fsQv/uKI+TsmR8cBj+7bWJZKFCVU6xEHR/6lztH9w4A70wpRBH4GTBNIoBLHKS/XHfa68nijOOXFa4ePHuV52irYlSSyUFY/1/N54GwZAkUVVCohz1423sjl+uWzBh8/LvD1FUvnZaxFnqYT90RGNJrtLTxb+i8EjBQEhTzoagIiJY4Vmp6gWk1J+vDGOzMGE2NyGfznl+QvQzZU7qcglNEUZSPg0f08hydhx5Gbt2WBuEJeQ1NlyqvrJ2/txFyatyjkZbZwFhBz3JjDctoBeN262oVrMDmmY1nSgX1aDTmtDr4yqNGMSZKU5cXchciKbq0s59BUhRevmj2A/qtnDT56lOf5y2bf4oBCwPio3ikOKISE4tV61IklGSmqLC/k2Nj2ePmqiW2rzM+aHRetqknoL4Q8F+IkldEn7UKQbnylw72dj9yG+XlbZWpC78QrtH8nj72MW3HdkErNp1qDoGu3fvmswSePCzx9ceaKnxjTmZtt5Z0PAD5zlsDOyUgQwxAyEkQREoIjWu5vuZ1eEON4MZPjGieVkJwFO3tNLDOVkx6BQhAJ6g1ZWPBt1XE893G2f/H04nYDVGsR1drFQUYIuV9GS/LYK4qMPPH8mBdrzUsjac7r8z7ffV4LcxbFgjzf2ueN5wUUCyqTEwYv153MIoc5S0YRLS8WubtYoOLAwh2H+Tsmeft2PCJ+F2GzruuUSiVKpVLP79M0JQzDToRGtVplf38f13VJ0xTDMC64mi3LGhblu0ENgfLNKooiDGOwVRbvoxqNRuak1VBD3SYNR8ih3mvt7OywtbV1LW7kfmrDqA/xBkQuH03e3X5+W4fyyCXZtW8A+hVdIzc9irt/inPcILd88T2DRl6gCgaJADUil0DT5IMPKfXjMmMzdwZu83VK07QPoihfN1CO45j9/X22trYwTZOlpaWBHVzdD7e30Y0M8OWzOj/75QG/+esKUSzbeFIJM115igKz07Lgnq4puF5I+cSjUk1JWyB17zDh4T2bVxtOB5wU8gr3l6TT9vlaf/diHKc8f9kcCOzCGXAeHdWJo4S/W3U6kLbd1tERHV0XhGHKaTXksJydM5um8Pxlk8cr+cw2looqSws5tnY8vl4dzLmdplBrpNQacB42KwqMl+TSf01NiCOBQKDqKmsbAXsHgxd3HRQqT4zpzM+avNq4GHfQdOJOpvF5jRQV8laCaYCVM0lTjVo9lNEUXX+iKNItnJUtnCXXS9g79Ll/NycLwg2giTGNqXGdF+vSLdwty1KYGjcotOIJ4jil4UQcnwQdB3Zbjpuwf+izspzrcbFrGjxeKVCtRZe625+uNnn8IM/aejNz4iJN5Xl0UrkIuhfmLMZHdTw/RlEEdxelW7hSDS9EcbyNLstHbjoxcZyycs/uuKEvO/alEY2JUZ1cTkVVIfATfvjpCMcnHpPjFqfVED9IWF60UVV5zUqR57LMFpaxJ66X0HRiXC/F9UKuKh5o5xRW7uXZ3fN4+uIMfj9aybO+6bQcwGd5zYaOLA5oJa0JEQU/FNTqad8VEyt3c6ianDA4yCg22a2vnjfOfXd/pakcl4Ig4d6SzfqWS60uO4miwNREb2FIr4/7vve75eecd70/vG+TJLCWAYvhrMjgoxWb1bWL73E9weZuyuZuDf53ree10ojGkwd55mYsRktap0Dg3KxJzrodcHMQ2Hw+QuMmYbMQAsMwMAwjEzYHQdCBzaenp+zu7uJ5HkEQoOs6rutegM236X7ifdTQHX6zCsPwnURSfhfV/dww1FC3WR8e8Rrqg9L8/Dyzs7Pf6ncahkEQBB8kUG5vu/Wucn/fFigX+gPlN3Eog8xRdvdPaZYdJjJeHzTyQlUHc1CpxKQJtI3PiVMlSWZuhZv1Q8pQdl2X58+fc3R0xMzMDD/84Q8H7te3PdbCDxJ+/d+P+fmfHvYFEV88bfDJkwJfPeuNKdg/DNg/B18MXWF60qQ0oqEoEpB8/5Mih+WAsZIus06vcNp2f8ez1QafPi5cWmjLNAQP7+c5Ps2OCejXVl0XzEyajBRVNFXgBQknp9ING8cprzadHsjYcdq+6u/ANA1B3tbIWbKAoK4LVFVBUQWiXbirJz9Zuksr1RjXU3hwr8DBUUCtHjE1oaDrMaNFgWmmqCIlSQV+IOGY24c3Pn3R5MnDPKsZUPneUg7LVHi+1uzr9r5MtXpCrS7dpXk7wTJjbFvl4Wge21LQNIU4kZEDtXpEoxkhPc5Xy/MTdvb8HsCZpZXlVrbw6/+fvTeNkSRNzPOeL+6IzKys+767unp2ZnaoHXJ3vYRXBgTRB2CCgAFbMMEf/iH7hwDLNAwbpvXHsiFLNgQYPiDDBgRTkCFb1A+JXEpYkkuJXNM7Ivee2Znprr6qq6q77iMrMyMybv/4MrLyrMrs7unqma4XaPRMVWdmRGSc7/d+z+uyf9h9HWq1hO1n3Tn1GZoi56gtaIr9Q5/bqw77hz7LC7Lg7eM+BjNADkDcXpGvucpkBFi/5ZDE8GDTZafHchr1csChgsSSJGmK68YcnwacX1HwNlLUmJ+1eHwFH7nmJ2zteLy15nD3weWIjeYUrgDu3HI4PQvZfhpQqaaMDOsYepbAjimVQw6Pu6No+lFWnvngsctHXfjIGw+rrC7a7B36uN7FhwQhHJ0CZNfJC7PZMqXZbBoJqipk6aWi8eSpR20A/37jYZXlBZujY5+K23sFpyZ0JsbMrue9JIHD44DD404DO0vfFwsqpqHK796LOS2FbDx0WZq3ODkN8Woxd9bynJ6FXQsm2+UHCQ8eu9xaUnn4pL8B4Zkpk9FhnR9+eM6fRqWO34+N6A1sxlxTQeDslIlhXP+9ClyYwt3undpN5ssKAhVFeWVms2mamKbJ8PBwy+8eP37cSC+7rsvJyQmu6+L7PmmaYllWR0GgaZqvzT3H51k3hvL16k1GXiRJ8lo9O9zoRr305jleN3qjpCjKK09UZqbqZ43VeB2VlRK+PEP5+W7cjfwlp7YBL8zO3DgnP3qAe9j9Ab1f5IWqCAIMDK5OHqpxQKpKU1wh4fzkmOHx6y9l+KIbymmacnx8zLNnz4jjmNu3b/c9s6FXyd7rMBCQae/A51u/f8C3/8Uh5crV58VPNyo9E7vNCsKUnd0aO7sXKdVSKeKobiwtz9sYhoIiBEGY4LoRp6WoJ7s1SeHjjQpffivPR23G2MSYwfSk0TVl24/C+rKye/EzTZU836lxU2IUSPnKl/MYuorrxgghC/DipJ66DOqMVk8mO/0gxQ8GM2qnJgxWlmzut5XgHZ3A3FQzBuIi1QyQswWFPBh6ghApSaLg+YKzUsrd+1XWb9k8eOyhCFhfy1MuRy28Vk2DvKNh2wqmoWIaCqpKPV0qi/Fc18f3I1KhkSQqricLBNvTpTNTBqpi8LO7Zfyg1WDLjNFCQcPQBUkiMRfdjFE/SNje8bi96rQYZLoG67fynJbCngMfvaRrkM/VUSimgqErsiSxzqfXNUFxSGNqwiBO4K21PK4Xszhn4U8knJ2Hjf33Mt1/7LK6ZLO7X+uKBjEMwZ3VHIcnQdeEaLuCMOXZvs+zLuWAjq0yPirRFKoqiGPJ7IWEQt5g42F/2AmoF789dFmcTdh6dvk5yjIFays59g8D7jatQy8cjaoKpiZ0igUNs0cxZLtaSuq6oE6a9WjLY37GQtdCSleY7AA1H4RQmJrM82zPry+DvI7lHMg7YBqyaDNNFbwanJaSrvzzzW2PmSkT3YgbRYeZlhfkwM3Gw2rPQY/LFEUpZ6WAMNSwrLix385NWSzNC3RNMD1pEAQSCWKaCkMF9cqBBpBG9sMn8ZWseJnaFtx/5HYtqMyUffftpYiKgIlxg9lpaTbPN5nN05MGmvZ6XA8vuy5nZnM7TiPTdZjNSZJgmiYjIyOMjIy0/C5NU2q1WiPZfHx8zPb2NkEg7zW7mc2GYdyYVAPoZltdn8IwfCMDWgAnJycdx/uNbvQ66s08Qm90o89QmaH8JiozlF+anjOhrDu9XzdoQtmZlbnk6n5nSgcGQF4APmZfhrIRu3ipSbaoUeWUZHTs2s3JLyryIgxDnj59yrNnzxgaGmJ6ehpFUZiZuRo18rqnkQF+9GGJD35wxo8+Omd3v9aCKbhMSQKPt1ymJ2Dv8PJ/W8irrCza7DxrLeXa3febvdsWWZbCaFEaZKYp9+0wTKm4MWelgI/uXpTlra04KIrgwaMqh8cBQsgyMtOQrzUNgaYpaKpA1QQKNMq60lTyZ+PoYhq+H8T14q6EKEo5PL6Yur/11CMKU0aKOvvHPhOjBoW8NEaFJlm4lWpIpTp4DPP2ioMQWdK281zg1RL2Dv2efN+ql1L1oBuvuVgQBIHH2lICKcRhBVNXmZpQ8X1wawlBkHJ2HnF23vHWbRJAXP/Ttg6rDmkKDx67PdEcmTHKpcao5DVHcUK5KtPCd27l2D/yWZi12XrqsrXjYTsKS/MWhqGga6LvIrbTUgQ9itjWbznEMXyyIQ0xVRWsrzot+27DGB3SMI3MGJVGYjPK4tETj6V5i+OToJFcHSlqLMxaPNryOgZF2qUokLNVHKdufhtyP9bUi/WME4ijlCBMOC1FeF7EzJQlS/ZCwVkpYmHOwrFVVEVu//NyxOGx37MYMklhe1fpaTKODGvMz1gDD97Eccr+YdCxfyuKTCBPjhs4jgr15L6iCB5tumztdE9td9PObo3JcYNxQ+WoS9o30+iwzvyMxYPNatd1rLryT3s5oOSfQ85OMYwUIRSSRKHqwf6hz/CQxvSEwf5hwJ21HDX/AvOiKjCUV3EsFcvKvk85cJMl9+MkJQrT+n4rB2xcN6bmp9T81nuojFN970EVr9Z5znFshbFRg0KdgR1FKeflgKOTsCOB/dGnFd59K8/H9yoNvIYQ8Naa5MI/7BM9A3IgLueoOLaKaaoYukDTFVQBcZTwZMfj0ROPKJJlkIahcHQcMD1pMjdjNhAaczMWU+MGyoD3Zp+VsvusbqnUy8zm5u6UdrP5Re/dLmMoCyGwbRvbthkdHe14ne/7uK6L67ocHh7iui5BELS8rtls1nX9tbp/udGbrTc5oXx0dMTExPWHiW50o6t0Yyjf6Aut67gpujGUr99QNmxFPr12i5c9p6Ec7nc6aimDGcqRovdXzAcQx/KJDVDTiOp5icLw9Y5Uf9FK+crlMltbW5ydnTE3N8dXv/pVdF1nf3+fcvlyREO3kr3XyUh2vZg/+OMjfuf3DlowAKoq6hxkOaU+8GNOzkMOD8OuiIIgTClXFWamtK7m4eKcSSFfx1p8MlhiuFZL2PV9Cnm1kZo1dIWRosZoUUNRBJap8I2fLxKE0rBfWXLY3a/heglVN+lg4z6PFuYsCjmN+4+rrYk7IRPRT3d9oNMYzedUxkYlRkFTIQhkYvTwJGhhnWYJz6OTkPuXYB0yebWkjmC4vDSuWfOzFkN5jXsPq0RRs3kRo6lQHBJMjqWoijTYw0hQrkClz+Bvhhg5Ogn6mmbfLInK0LBMFdMU6JpMC4u6J64ogryjMTFqEEUp66sOXi1hac7GDxLOyxFPd/sfCLlqHQ6PO9PCcZxy72GVd+7k+PhetfGzbsYoyORx80BDnMBIUafiBgwPmZTOI4IwZWnBRlUkVzdNZQo1jFJ8P6Hmx3WucEK5GvdM7Ld/7vpqjsMkbTG/pycNzs7DljQ61MsBR3QKORCE0rQTBlU3aaApPvq00mIqZ/vSxsMqH511HtO2pZBzVCxTGuCaJjESiqhfE9vW06vFVL2YWi3h6CTkvBLJgYPDgIOjgPe+VODsPGoYo/mcil43RitVmWrvdpwfHAV1tq/ZwZ6W66By76HLyVl/uJ1mSUyNQhirqKmKoYFugGXFjA4LBBFCJAwPQZpUMXWV+VmNo+OImg/n5biv5PBlWpixKBTkOlyGqnG9BPdpP6gX+b2UShFfWs+xveOxtGBTOo84PA6wLJVbKw6GJlBVUU9sp43vMwgT/CDB85L6zIyEUjm+NCWelQU2lwpuP6vx/Z+0/jtdF8xMmg2Mxuy01Ug3j4++PgZnv2Zz84wloGMgvvl+oR+z+XmxC4qiNEzjsbFWaFuSJNRqNVzXxfM89vf3cV2XMAxRFAXLslqM5sxsfpPUHBS40fXoTe0kAjg8PGR8fPy6F+NGN7pSb+YReqMbfYYyDAPP6z/l8UXS62IoC0WgjxYJJVSx9XcDPpjYM6MgBMneHmmStiSc+8VdZEoUrS9DGUCPa8TaRRGFXzq+dkNZUZTP/c11kiQcHBywtbWFqqosLi7y9ttvt+wXzaV8zeqFtXhdHnYBtp95/M63D/iD7x61MEYzxXHK3oHP3kGrAWMYgskxHUOPieOQNNU5r8rkY9VNMI2UkWGN07MIVYE7azmqXsKTbY9ms1VRYCivkXNUbEtFN+pJSyFIGsiIBLeWUHUjKtW4w3yZHDeYmjDYeOTienXkxPpFUZ+mCeamJbNZ0xRqtZiTs/DKqfLN6qdArlKVnz07ZXZFEFSqMZVq52uFuEhGWpZCGMRUvYQklknifg6hC1PZYnO7u1mUJQtrftJhJDYriuH4NPvQ1n3VMOjgNdcCQek8xQ9gdFhjbsZia8dj51kN21JYWbDRm9KIQoE0gbgpLdxvEZsQ8nvwg6RhkHZLC8syM53hIR3LkmVmnl/HKJx0HwzJJL+L7mWEzUoS+GSj2hW10q4gSOsmpo8A1tccvFrKoyc+eSdibFQnp6uoDV5zzNGJT81/vvOnTAvbPH7idl2HvYNApn/HDA6aErtpCienISeNS2FKdrw2J7Ah5Ru/IEvCfD8lCGPWb+UIo4QgSKj5Ca53YYDLpOxg1/rhosbinEw8N6eFP/y0zDtvyeN7uw9jVFUFQZA0Bm/CMGVlQWJi1m85RFHaKHnUNBgekoNVlqmi6wq6Rj0NK/PCcZ1v3r6erpfUz6EX6ynLOR0eb7lUqmAaCvOzBg835XJrKowNg2Wm6LpEbQSBoFxNOa/09923FO31mt7RJlWV2A7HUsjlDExTa6ynEII0kesZxWk9Ca8yO20Rx1Ac0hkpgh8mnJdjti5Jtfer2yv1WQx9omrCMGXraY2tLt+/aSrMTkmzeWHWYnHOYmbKZGbSYmT49TE4e5nN7Wnmy3jNzQZz839/FhxfRVEaRnG7kiRpIDQ8z2N3dxfP8xpmc3uq2XGcL6Tpd1ky/EavTq/TPfar1PHx8U1C+UafC33xzv43ulGTruMipOs6pVJ3PMIXXbqu4/sv3lLf0ItMEyzYWUtPqwbcJ1RTx5gcI9g/onoWkB+9KPwbJJ0MDLQ+ehIQJk5jGqiaBLiVCk4+P9hn3giAWq3Gzs4Oe3t7TExM8O677/bknLcbyq871iJJUv70R2f8k28f8JOfnfdlWLYrCFJ2djMjSkFVYmxbYX7WZHzEkAaiKlODCAiChEJO5a01aQa6Xky1KpOIEqkwuCNxe8VBKHD/kcvBUaspdu9BlfVVh41HLlEkzbz2VKJlKUyNG+RzshzQ9RKOT4KWZSnkVZYXbJ7utqI5eqlciVGEYGbSYPegv5knq0s2mqrws7tlkhTeuZNno57q1VTB+Jjkyxp1jELVjTk9Czu2mVdLODgKWJ632GzCAeQdhdUlh6d7/a1DJgGYJph6iuNo5BwDXVfqaUQglfgJI4yZHEvxahGaFnN+XmZkKCVKFLya4OA44EXJN46tcGvZYXff5+6D1nXI0sJv37kYRJBlZrLwrV16U5FdM68ZUixLZeOh24KouExpSgtq5TJZpkw87x8G3Gsqt6u4MRW3+wYaHtIYHdFxbBUhpDF6Xg45PA66JrCz9LxMC1+etD06CRkuakxP6uwdXL2+cZxyWgqZGDM4OAr46NOqxCHcraA3JbCHChr5HLhuDAR98debNTdtMlzUufew9yyGj+9WeGstx4PNKt0mwZQrMeVK98Gb4SGFyXGDYlFD1yRbem3Z4Vl9JkN/iJfLNTNpMDZicO9RlY+aivb8IOHJtt/YV6MYjs+glX0uT8imAYU8WEaK9N4U/LBetllLuXPLpubDaSnCtuTxYdTPu/K+JSXJ0t9hQq0WU6mGeLWEMBK4nsD1Uo5Ou8+omBw3mBqX65DNoMgY4s3YEEVIzMbIsI5l1gsXg6u54tkgXbkaXzkTw7EVnHqRqaErl66n78vv8OneGXfva8xMmmw8crm96rC55TI9ZTWxmi9KAocu69J4hWpOIPdrNmf3GXEcE8cxnudJ9E39xPtZ9zMoikIulyOXy3X8LluezHA+PT3F8zyiKEJV1Q6z2bbtz63ZHEXR53bZb/T519HR0U1C+UafC92cJW/0hZcQ4pWmKt905EWlMnhRVk89Z0IZwJoYIXz8rOPnQh38JlxfmCPYP6J8WG0xlJMBl29g/zmOQLlI4LinhzeG8gBK05SzszOePHmC53ksLCzwjW9848rESWYod8NaXDfHulnnlYhv/+Eh3/qDA/YPAwTSVLUspVHopNfLyFSlXkhWT8gmSUqtFuBvlLy1AAAgAElEQVTVAkBBCJ0wgpovjYogTKlUEypVH00VOLY05qYmDc7PI6puzHBRl+k/S6WQV4lHoVaLKZUjjk/Dvoxt2xKsLec4OA4uNSHiOOXJTu1SDEStlvCkC4e1kFdZW3GwdEG1luJ5MUq9hK6fK0OpHCGExtSkwX4PU9nQBeu3cpychTzcbF2+j+9JbunP7laI4pS9g4C9Lu9jWwrjowb5vIquCqI4pVyNKFUiluct/DBhbMRga8dje7eGY6msLtkYukBVFblO2RT1+AI54HqhnKLuy4Kymi8oVWKgdTk1VZbg+T48eCwNKV0XrCzmmhARad3EE+ScFE2VhlkUKVRdwVn58i2amVr3Ny8vkEsSuLtR4d07eX527/JrShimktW97zdS22kKm9s1HFtlbtpsLbKrysLIbjzaTB99WuG9twsdpWMgzba5aZMHm17fJXiZug22GIagOCTZwjlHQ4iUKE5QFcHmjs/O00pf+ynAWSnCtmB2SuPZfu9BneGixuKsxePt1tT2z+5W+NLtHBsPq40EdrtyjsrYyAUDO4wSKm7M0XHQsk1vrzikSNZ2++BPN919UOXWssPTXa+vJHchp7Ky5PBk2+NPf9w5iC9T7QbDRQ3LlKn2mp9w2keqPVNLSV2PYz+KUz7duHoQwg/AP4Fms9m2UhZmNCpujOtK0zBvAyhUK4Kd8wT/ytvJywc2l+et+sBKtWWgDmD/MGB4SGNhxmJ7V547k/TywsXJcXnez7j3Xi0mn9NIUzkDZaSoMVIsQJoSJ7JA0G9Kf2cln67X/33y/Iws9bv34KK08Wd3K6zfctja8XjQ5dpRyKvSaJ62mJ1pLQl07NcjdXqZ2ez7Pjs7O+zv7zM1NYVlWR1mc6Z25NZneZ+iqir5fJ58l3vRKIpazObj42M8z2skrNtTzbZtv9YJ4BtD+XoVx/FrE9y4Dh0fH/NzP/dz170YN7rRlbo5S97oC6/rMJRfKvbhc6TXBXkBYE+M0C3P9Tz3Jtr8DPzgp1QPy3DnovRkUOSFpkKEital6KqbjMjF14YuHhIiD79Ww7SsgT73Zau5fOZ1VBRF7O7usrOzQy6XY3l5mWKx2NcyZ2U6pVKJra2tRkrHMIxXsOT96eGmy7d+f5/j05AoTpkcN1CEYP/Qb5qO3q8yW7X14V7TZNrsvBK3IBee7vrMTZsg4OQs7Jn8VFXBSFGjWNCwLDn1P0qkmVs6j9B1mBw3efDYvRIvkMkPEo6Og54IinZlibman/Djj+TZ4L238w3juiPZmkK1zmxtT2GenUeMCI3JcaPFlBkd1pmftXjUA0WQ6Wd3L0zlXvJqSQvvOtP6LZmkV1S5/y4t2PVka8TWjvfCbOGhgsryvCwj/GSjdfnCUOID7qzluFdPEqcpnJ2n9dRnazmgpkmEhm1d8JqDSJbM6brG4+2gw9TqpSSFjzeu3m4gCxpvLeV4uldrSW27XszW0+4bqDikMTqsk3NUhIAgTOpFdgFRBB9+Um4xlZfnLWxbZeNRJ9NWCMg7KrajYJvqlcV6NT/B82SiPwhSjoOQSjVifTXH/pHcRu/cyXN8EqDV99NiQUNvSmB3S7UDeDWAhNUlu4F+yDQ3bVIs6mw8rPJhD/Pz0/tyNsDmtkcQdt47VV2JhOimsVGN1UUHP0jkdx8mzEyZHPWJUXi46bI4Z3FSCqn0SEJPTRhMjsmkbTfDP5NMtQccdintaz/20wTcOjrnvCwZz5UBSurStJNFfZlGh3XmZuT5b+Ox3DDFIY2hnFafjXCRbM47kM+BriUIkRBFAj9UKZXpmubOdGctRxBcjsMBeW7zg4S1FaerMdusOE45qO+fQwWVpXmHvYOAStVr26Zy6Wt+wulZKAsyn0O3lmWJ6YPH3fEfGw9dFmYtypXOgZpyJebT+9WuszhGihLls7JoMzttMTluMD9jMTttYRrXO2hcq9XY2tri5OSE+fl5vv71rz83RgNerdmsaRqFQoFCodDxuyiKGgiNarXK0dERruuSJAmapnWYzZZlXbvZ/FmgRm7Uv6IoeuO43c26KeW70edFN4byjW70kvWmJ5Rf6rq/gKFsDHdO1ZPvOZgRmgLm3CQAtYMzYOnid8+xfD4WGv1NU1dISBPIfGsBVI4PMecWBv7cl6Usvfs6pjaq1WrjQWx6epr3338f0zSvfiGtJXuGYXD79m2q1Sp7e3uNoposYZP9yeVyryxhE8cp/++fnvDb3z7g43pic2LMIAguSpEcW2FyXKYxBdJ02j8Oehoz3TQyrLEwK7m9WTlZu57u+cxOmQhBz+KpOE45OunkGt9edRgb0dl6WsPQI1aXJNal5sccnQScnl1uPFTcuG5c6D2ZyYWcyvKiw9PdWoeZ8OEnFd77Up4PP620JFvblXNUxkf1BrM1ilLKlZgoTpgYk8Vhlqlw72G1b5zCz+5W+uLzQj25vSJxCu0Fcs1qT2FGUcx52ee8HFOuXn6um5+xKA5pslDx097GXBSlPHzscmfNaUE7dP+3cFTnNeua4PatHMFZwPZuiGWGTI4JTCNFEQlxquA38Zq7KU1lwrvXdpua0JkcN7n/yL10HbqpdB5RajOhLFMwUtRlOVzdaP7GLwwBAt9PCMKE9VWnkbr0ajJx2VqsN9igquQjWzx+4rWs48f3LtLCvfZTQ08ZKaoMD5uYukoYpVRdeSzt7Na4vepwv44HSBPJtO0nLbzxyGV10Wb3wO9rgCqfV1ldtHmyU+P7P+nkSygCxkd1hos6tqmAkGZjqSQ5yM1j/ltPa8xMmeiaaDkfrCzaGIbC/YfVrkWJ3WToAsdRcSwVy1LQNVkKKZT6UFpTgaAiZCL5+DRE0wR5R+W9LxWI4pSqG3F8GlCpXr4tPvq0wjt38i0ldM2an7EYKmhdzxul84ggSFhbdlrYwxU3K89U6n+khIChPOScFF1LURWFOBHYlsZZOWkMAPUjr5awueXxznqejzcuPz9NTehMjJkSw9J0zF12PrVMOfuikJeFi3GSUnUlkqi9jDKbZVCpxpIjfYW2n9UYH9UHwhJRp2t857vHLfu3EDA2qjeSzXPTFnMzEqMh98nPzoytVqtsbm5SrVZZXFxkbW2tp/nbD0ajHaHxOpjNQ0NDDA0NdfwuDMNGqrlcLnNwcIDneSRJgq7rHQgN27ZfyWyxm4Ty9SoMwxtD+cZQvtHnQOKK5Obnu33pRjdC3hB0K9j6LPW9732PX/zFX3yln/k6KAxDfvzjH/O1r33tpbxfWi3Bn/yj53rt4z/c5tHf+ccdPx/5ygrv/81f7X8ZhML+tseDv/Y/Y37zX+Xn/8pfaPzOc0Zxh2YGWq646jOcdmE791CgWCSmfbE8CIbm19Cu6Sbrhz/8Ie+88w7WNaekM6VpyuHhIVtbW6RpyuLiIhMTE309bAxaspclbFzXpVqtNv47SRJM02yYzNnfpmm+cJL79Czkn37ngH/6ncOuU5AX5iwOjy4v+8rZKSPDKkMFC6EolMsR+4c+fnDxmtUlG9NQ2HjkEsf9Xfpnpky8OjP5MtmWwtqKw8FRcKURlHPU+tR/aeZVqjGHx36HkTM5blDzW8v8MoP0/qNq12Rls/pNEjYrS227XoKiCGyrzhf163zRk9580X4/e3LMYGrS4OGm27VUcRAZTRxcQ5cmTsWNsE2VIEw70qtXSVMFaytOB/O4XcNDsnxtc6fGebm/ZGIhJ8jnwNASEClJrODWBGfnMtkLrdvt1rKNqircf1TtQKuoCuRyFyaiYSjoqoKiXuTx4yQlClOCMKXm16fguzFRfd93bKXO4fU5OgkbhnYvXvPJadAY2OlXzXzk6JJjbv1WjsdPqgMXpY2NaKwu5dA1eRwFYVpPYPdfurYwa3FWCjtMv0zNaeEgeL5HhowrPlTQMQ1BmsptmqYprhcxUjRIUzg9i7AsBdOoY3zq7G+J8JHGcFBn7rq1GNeNrzwPgEyrylkGXiN5nZ2H2tO9+ZzK+KiBY6uoKo2BpsPj1vPp+q0cm1tu4/MHKanTNMHtFWcgPnrOUVhZtNl6WuO8HKMoUMyDbaeNcr4oUihXU87Oe28TIeRx1o11vTRvYdfRGckLPh3aliDnaNimSj6vksupKAKSWPKTj04Cjk7Cgc6BOUdlasK49Lw2M2kwOmJw72FV9gEMIEWRs2oydEYzRmNq0kQdMKyQqVQqsbm5SRRFLC8vMzo6+pnNAGs3mduZzZmymVqvymzupTRNW8zmLOGcMaUNw+gwmy3LemnLenBwgOu6LC8vv5T3u9FgOj095ejoiNu3b1/3olyLfvmXf5nf+q3fYnJy8roX5UY3gkv4WjeG8o2+8LoxlF+d0jTlgw8+eGnrnnoV+O7/81yvffr9Q+7+rf+74+cj76/y/n/37/e/DIpKzYcf/uW/hbp+h6//9b/U+J2bn8DLD3ahD72Y0fiw/88HPHO4Uc4HgD3MyPTsQJ/7svTTn/6UW7dudeXnvUoFQcDOzg67u7uMjIywuLjY9zK97JK9NE0JgqDFZK5Wq/i+jxCiZRpnZjhflbr4ZKPCb397nz/501PCKx58b684PHriNoy3fiQEzE4ZzM3YqAqUqzF+kFAuR5ychX0ZMQDTkwY1P+Gsy5TmqUmDyVHJy60NhOHo1HBRY3zUwLYUkgTKlQhVhYMjn4VZOcX+qqnd7eo3LTxc1FiYtdna8ShdYpBqqmBsVGd4SMcwJELD8+Q0+vbt024qry07qKrg/qPLzRoB5HIKjqVhmQIhYpIkQNc1bMtEUVVprsX14i4/oVZLSNKUhVmLvYOAkWGdg8MaxSGdnKOhabKUsVyRadHLjEFVlWZXN1N5flYWYW08Gtys6SbbEji2YCgv0PWYJE0QgK4ppKlGFAtAJYqRxnAtoerG1Pzn39cmxgymJw3uP+7cZ9+pF6/1WjPHVhgbNSjk1DpbOKVajTg8ueA1C2B9zSEI0oH21+UFk2d7PkEf4WeJMLEbhr6iwNu3L1jUQkjkQqN0DagFCaXziKOToGNQZGbKpObHLWnh1SUbXVfYeNhp6PeSYQhy9bSwYSgYhkDTFJR6WjRJ5MyGMEpJk5Thos7RSUBxSCMM06Zka8zRSUilh8ndrxr4jwfdDX3DEKwsONx72J+xO1yUCJWscNEwZHlp6Txi6+mgZcUpa8s6DzYvd/7HR3Vmpsyu+2svaSoMFcCxUlQVhKIQhoJyJeW8IrfDl7+U52efyn19/ZZM5Lfvr9nAjW2pslzPUNBURb4n9YGbOK0b/Wkjze96ScugZT6vsrrg8Hjb7UANDRU0xuollooiCMOEclViabqdpzRNsL7q8MlG63e2vGBjmoPtr5mEkGZ1zlEwTVUOaLThbBQFRoflQKhhKPV0s0w2T44bHfcWaZpycnLC5uYmmqY1sFzXqW6J5m4ewetkNgdB0DCbs79rtRppmmKaZkdBoGVZA93nPXv2jCRJmJ+f/wzX5Ea9dHh4SKVSYWVl5boX5Vr0zW9+kx/84Ac3KfkbvS66MZRv9OYqjmOiy0Bzn4E++OADvva1r72R7K2XZab7vs+zzUcsb/5/z/X6w7vnfPjXfrPj56NfXeMr/+1f6nxBDyWqDorKB//x/0Yahvzi//6fNH5XLUxTy40NtFyBnzIW7g/0Gk8fQmgX+1KCwvDSbdQXQII8rz7++GPm5+ev7eGnVCrx5MkTKpUK8/PzzM7O9n2z1a1kr/nvz0JJkjQedJoN5zAMG9zAzGQ2TId/+SOXb/3+IfcfXZ1ka9bb67mOh+heykyIx1selWpMIa8ylNcaU+GFkA/yI0Ud21bQVUGcyiTueTnk5DRs4fZOTRgEQdLgZK7fuphef9XDu6KAYylYloqh19OkunxYV1XRwjxP07pBEaeoiiCfU9k/DBolhGkqp26fXsJ2bpYQ0iTsxeddmrfIObKM8LIEaT/qVriXcxT8IEUoAr8Wy2I9RSCQKb3MXPMDWZQoi6zigQyRBhKizXBavyUHIdovjULASFGajb0S2KoqTZtP71cRwJ1bDn4XwwlA1yCXk8WNWVGkptULIsnYwrK4KwiTOgNcMnozY1OyWmX6shlRoetQLAhsU/KakxSCUKYwq4MdPqws1hP6V6Qv317PcfdBta8kerMmx3SWFuwGWzgME0plmWzt9/ZkYdbg5Cyi6nb/8Jkpk9FhnY1HVcK2ASEh4N23rk7lZ4MixaEuaWE3YmzUIIqhdB42zDW9Xvp5FSu6fZm6SSJ3bB5uuo20sGMrTE+aHcnTvKMy1gVLc3Ry+YyNW8sOiuDSEtBMqip4a83pif/pJttSuL2SY2e3xslZiKLA2IjB8JCGZcnzlDympIF/2fGc4Xna1YzO6HdGSS9ZpsA2BYYpsIwUQ08QJCgKqKoCQiOKJZ4mDCWqpOrFLzxI2DDDH7kDDwJl56nhoiYNfEUQ1K9PRycBX7ott9v6qkMYyXNT84CGaWbXmR7nXD/D2ci/e31H+ZzC6lKOzW2vMRvjnbfyfLpxgTwxdMHMVB2dMW0xlAsgOWZhzubnvrxKLtcDz/YaKTOX29nN2X9n91DtZvN1lRhnZnNzqtl1XXzfJ01TLMvqMJu7zSjb3t5G0zRmZgabiXijl6M32dBP05RvfvOb/OQnP3mtO2tu9EbpxlC+0Zur6zCUXzcswKvUixjKWWpje3ubWq3GwswUs3f/8Lne6+xpjR/+1f+j4+ejX7vNV/6bf6/v90k0A4TC9/+H3yX8yY/5+b/7X2E60sAsF+cI7OGBliuMYLS21/e/94XFnphlwjxDaToli/w4wxOvfhrU3bt3mZiYYGxsMCP9RRTHMXt7e2xvb2NZFouLi4yMjPRdspe9x8tII79MRVFEtVpl++k5v/dHZ/zpj2vknZQkAdMUIFQ8D45O475Mp7VllQebvVN7t1YcNKV7CraQVxkqaDzd7aPsTkCxqDM8pGFbCqqqYJqCJElRhGTN0vSAmSTSZArDpMGezfizg06Tn5s2GSnqbDy+fIq9aShyGn1eQ9cVoqjOQT0JqDQZckLA2+v5BpdaVWSZVdWNebLTWZDXrI6Enq6g6TJxqdTNtaS+3hKtINfZNBSmJ8xGIq+1HE7UU43SGHnewr1byw6qCvcf9Tb1e5nKvdRsNuZsBVOX0VI/SAgjaQpnqejMFO436d5Nc9Mmw8XuBulVsi3BUB5MI0FRUuJYoVbnNWcp3+y7Lldjtp9e/l036621HA8eV/v6bjI+cjNOoVmKgNGRC7awLDKLOT7xOS3FtN+/d0NQrK04CPozSJ8H9SINUof9owBNE/KY0uSgiOu9pLTwjMnwkM69S9LCywv2pTzxZjWnhRUh8IMYTRdUKlcf1+0SAt79UoGPLikAhLoZPmPzYLPaN6pBbs8U24JC3kRTNbxawkkpbCTCm5nMt1ccUugoz1MUmaJ1HBXLyLAgMi2cKcO8+GGKX8e8VN24xZDO8EQ7z2qcliKW5032jwK8Wn0Zc2AaKZoqSFKB7wtOz5OeDPRumpsxKRb05zLDW2ZotOFPmi/pjq2SxClRLK9Frpdwehp28LqfV9lx3SsZvrbi8GyvduV+YFsKs01p5rkmjEZx6PPBjm02m5sxYt3UzGy+TrO5Vqt1JJuzGWXNZvPZ2RnDw8PMzMy8FveMb5qePHmCZVlMTU1d96K8ciVJwp//83+en/70p9e9KDe6UaYbQ/lGb66SJCEMByvJeVF99NFHLC0tdS2f+KLrgw8+4Otf//pAN4thGPL06VOePXtGoVBgcXGRYrFIGkfwnd98ruVwTyM++Mt/p+PnY//KOn/uv/53+3qPFEg1E4Tgw3/wfSq/+21u//f/KROLssH6fHiR0Opss770PZOUvHvQYg53UygMdlhkO5pBEfBWYYt8clF2FAuV0cXbr/ym/MGDBxQKhVdyg+d5HltbWxweHjI1NcXCwkLfgzQvG2vxWejHPzvnd769zwc/PGukmYoFDcNQODy+eEIXAoaHJAtZ0yBJFCpuyulZ50W63TCyTMHtlRxHp2HXsqRmFfIqxYLOzm7/hsvMpMF4G9ZipIGnUImThPNKxP5B8NzmohCSXRyEycDc324q5FXGRuT0ZEVJiSJZbqZpGn4gp2OrSp3PCqR1hEQQJgSBnLr9PAm95QUb2+qfU60o1HmtKSQBQlEAg7Ny3LW80NBlCd7pacizK77rTOurDo+2+jeVM8bzg8cufpDw1ppMxluWwsSoLCvMzMZKJeLodDAOarZMcUJfhVzdpKmQz8nBjixFqygpIGcnKCImTRPSNKbmQ9zEa+43ebx+y+HxE7cni3hxziSf07j3sH8mecd6aJLXLM8JgjSBqhejKnB2HjE1YXJaCnnWR8les/o1lbME6YPH7pXFfPmcytjIBUIlDLuzhdvVyyDtJlUV3FnL8cm9/g1xaZDmeLpbwzQVgiBppFsHTQv32m7SINVeykwGy5RsYctSyDsa+ZxkNWsqpKk8rvwgoeomTSnauK/ixMuUcaS7sdtnp0xqfnLprI+8g2Sg6/LcmaQKbg1OS0nj3HJr2UYRgvuP3ctnLgg5OJmlhYNAzlyQuIzeaWHLFNxezfFsz2/0Dazfcniy7TX2wW4J/FpNrls/s1oaDOYeAx8t223apFaLObmiaLZZzYWEp6WQuWmL2brZPD9zYTznc6//FPj2NHMvszlLOL8OZnOSJPi+3zCanz17hqIoJEnSMJubU80Zvux1uq/8IunBgweMjo4yOjp63YvyynV6esqv/dqv8d3vfve6F+VGN8rU80T3+l+RbnSjz6EMwyAIBohsfIGk6zphGGKa5pX/tlQqsbW1RblcZnZ2lq9+9autbNkXQDoYTvcb0oFu/IRoJC3tuQkqQPWg3DCU0+dYPqEIfCxsuhtjkdB4xjyb0QJZo3uSgoeDLnzMVJoHahpTLZUojIwMvAwvIk3TPtPEf5qmHB8fs7W1RRiGLC4ucvt2f8Z5r5K963o46SavFvOd7x7zO793wJOdzn2gVI6YmpAc1iyFmKZwWoLTUrbv1h+ONRgtCiwzRYiEKFLY2qmwsqBRrqRMTphsbtf64gQDlCvyYX1+xrrUVBbI0qk4SXnw2GX3oPVcd1qKGviLTIqQRXojwzqmoRCGCWelkP2jTmZrpnxOYWXR4dmef2URnK5JE9HqE63gejHHp5InXMhp3Hvosbpkc3AUMFLU0SxpNni+XM6jk+cblNRUWF/LU6lEbG4PZoYnCRwcZdtWUkkVxSfnqMzPmowNGxjGRRK8XIl5suW2JLCv0sYjty9TeXXJRtcE9x+5HDQNdty9X+Wd9Twfb1TYftZ9nykWNEYbHFQIwoTzc8lBzVK+piFYX81xcBywUce95BwFx9awLIFpSKNaFrHV09+pLEULG0VssljPD6RBeHbeuhwZ03vjkYsfpDi2xuS4wc7TWn3byuPJsVNUVR5jYSSouHDeFk7deOiytuyw9cxrJOU7+cj9Gb2mIf/oOuQcHdvWZYmgIktY0/SCQ6tqgqGcRqkccV6OKBY0xkd0aeBXY45OgisN/I8+rfDltyTqpZsltjhnkcup3HtQ7Xu/r1TjninlkSwt7EhztFZLMAyF07Owr1R1pjhO+XSj0pchPjqsMzdj8nDT5aNPL7688VFdssq7fG7DwB+qFy6mUPNijusM9I8+rUiO9kaFNJUpVJBmePPMDkWBnC3TwrapoNexIJIBHODXfISioqoGUSyo+TGel/G/U2q+3Oa2FbC2kuPZtjRIlxdsjk5kQWmG+5iaMNA0pc4Wlsl2r9a/qT0zZTA6LEvqem3TZ/s+o8M6s1Nmz4Gqiiv/XDxvJo1tcXtZkKYJSVwFVWF5XqFclSWL3dj7g0oiceQAT/s6bDx0WZyzKJ2HlMqydHP/sHs5rGHUCzfzclA3rifwT+rXCdOUhYTt17teerbnk3NSpic09g4vT/BrGrx1K8/BcdBSxnjvYbUrw7tY0OqJZonRmGsym23r9UDtNd93teP/upnNzRiN5t6b5iDAZ30/pygKtm1j27IIu1wuMz8/T6FQIEkSarVaw2ze39/H8zyCIGjpymg3m2/0/MrQcG+ijo6OGB8fv+7FuNGN+tKbeZTe6I3SdYwc3xjKvQ3lKIrY29tjZ2cHy7JYWFjo2WothCAViowIDijNVFAsk6TW9gA0SBO3uLhxLcwWOQS8w3NAFuIlz2l4B8LETlvNpRiVPWWGx+EyCZ3vGyQarjqEHh+j1B/W/PPjL4yh3JxSHxoaYm1tre+Ef7cSmdctjfx0t8bv/N4Bv//HR12nvjdr/zBgecHGD2qXpnqjCA6Os9/LfXV1ySRNYjQtpVr1mBhNgJQoVqjVBKVyeulU/cwUWpix2G4zlXOOwuqSw95B0HdRVaYklebohUEqpeuCmSmDYkFH1ySf0/cjJsYtylU5HXtmymRuxiRNpcmamYjtaIXTUgR9GBRZ4tkP1Bbu772HLmsrNvcedJpNhi4YH6ubDXpTOdhpSKXSuUGHCirLCw5bO17XRKVtKeQcFdtUMUyBrimomiBNYmq1GnGUoOkGKZostPIukojlSky5EqMqAqfOeG5OwbYmsGVa9LwccXjsd03Ubjxyub3q8LjNVNY0uHMrz9l52DMZnqTw6f0K79zJ9eTMlspR1zJDRYFbSzbFokaayvTg9ISJrgue7flU3YSq++LX0bVlB6WO/9hvMoNcL2HvMODWks3DJx5JAiellJMStAcxjDqv2WrwmgWVisfclMLxacL8rInrwVkpwjIV1led+oDGhQGe8b+DIKVWi6m6Ea4ncQEZMkAmKztN3KlJg4lRg41HzaiX7mZvc5GZqtSL4SoxR03f/0d3K7y9nufuA4lSGKQssLfRD6Ty2GguhfS8mO3dGoYuWF3KsXcYcFaSZYETYwbDRa3BQK/VB3COT8KuZneaSkO8F1t4YcaiUGcLd0ucHp2EDBU0FmMaVusAACAASURBVOasDsxJFKXsHfjsHXSapladgQ4p3/j5IinI9KyfcmvZqado5bnIq0lzt9wTAyKQhmv3AZjhosbinF03wy/WcXPbY2bKxNBlorbS4zpSHNIYG9ax7ez4l7zu5u9/ZbE+QPTYZXf/6mPs5Cwk56isLtl9zRLRNbizlufgKOD+ZgAIbi07PN2/wEAoCowMgW2l6Bp1w12h4sLZ+dX3fBNjBtMTBvceVVsGDdq19bTG+KjO9ITKXhcjOVMQpDzb83nWNBC0vuowOmKwd+AzPmrw1loOXVeIo5SKG3F8GlCp9l7WqiuI45T1W05XXEuGGNl+WmuUZvYjeU6t8MlG52vGRnRWlhyW5ixmp0ymJnUmx21mp0wM4/UYXH8es7kZX5apOdXc/r4vQ1EUNZZPUZSGUdyu5q4Mz/PY3d3F8zzCMGyY1M1ms23bN2ZzH4qi6I3dTsfHxzeG8o0+N7pBXtzojZDvD9qw/WJ6+vQpYRiyvLz8Sj/3ddAnn3zCzMwMI21GZ6VSYWtri9PTU6anp5mfn+8rxZx+5+9B/HzpwD/5q/8Q/2lrAd7EN7/Ee3/t3+nr9YmqgSLH3bxKyI//o7+F82/8Rf7cfyAZ0ScTd0jVwcflQjdiNDmSn4HCoTLFw3CZCKPnaybtEkNmDT3xKSRnjZ+b4ws4hcGwGy+ivb09XNdldXX1pbxfuVxma2uLs7Mz5ubmmJub6/sG8jpK9gZRmqb88MNz/uCPj/jj751cWvbVTWvLJg83/SsvxNm07oMjv2vyqlmysV6Qs1M5PVkFIRTCSODWBKVSTJzIKezDQxJ/MTNlMjai8+BxZ3mSELI0yzJlu71pSHNUaxR11RPCpLJUL0mJo4upzH6Q1E3kmNVlhzBMefTE623gnlz+AH+Z8jmF1UWHp01TotulaYLVpf5ZrfJ9VcZGDfKOimkKTF0hjFPCICGMIIou1lNO206eG4OgKNIMd73BWbDdeL2+n3B6HnF8HLC24rC57ZJzNBbnLJ7s1Loawb3e++31fN+myPKCTNL1wn80f/+6LkgSqLoxxyfBJUbdhbLE3+l5eCUX3DAES3P2QGlZgOGiyvS4yt5hiGUiy8xESpLKwZuz87QnEqNfrS7ZaPVE7YuyX5u/f8eWhYuWUS+GFDI5LgvK6qnojLnbvO+68cDnscz4u9/l/NFLhl5PixZa06LHpwHnZfn9NyeVb686JANgUiS71uThZn+zBmxL1Iv2fE7OQlYXbfaP5KBHM+5DVWmUA16F+2hXc1o4inq/bnRYxzKVvrE2mRQF3nu7QBBk3zP1NP9F4eZV0nXB2rLTkqJtVjarZKvHuWNu2sStdUf2NEvToJgHy0rRVaB+jTovpxQKGkN5nY1H7kDlmPmcysSYceWAiaJI7ETpPGoU1V71viNFFVUJESJFVQ1qgdKSFlcUeGc935gtVCyoLM47dcRI9/NZg4ttNzH661xsOV+lXlIbpV2vL8sLFqahsvGoytvreTYeVhgZNuqJ5jqzuf7fM5MmmvZ6mM2X6SqzuVkvw2z+yU9+wttvv41h9L43v0pxHON5XsNwzkznzKzOEtGZWW3b9hubym3Xj370I9577703cnt861vf4uOPP+Zv/I2/cd2LcqMbZbphKN/ozVYQBF1vOD4rHRwccHZ2xvr6+iv7zNdFzYzdJEnY399ne3sbVVVZWFhgYmJiIMMv/ed/H8LnGxD4s7/+bcofbrT8bOJfe5f3fuNX+np9ohryrr6u7/2V/xV9aZGv/pfy9cdTbzeQGIMo8FOGw0N201l20nmC9GpjfcSsMmbLhxEnPseqJ5xjzWZ8YWXgZXheHR4ecnp6+kL7dvt+sbi4yPj4+EAle+1G8utiIgNUqhHf/hdH/O7vHzQe+h1bZWrCqBevySTw4bF/pTn61prF3QfdjcOZSYOxUYMHm92LgfqVEJB3BLYlMIwUQ09QRYqmK2iqAkKVTEwXolgQhBm/UxqlL6K8o7CylGN3v9b39PpuCdxSPYHbLTw/O2UyOqK3pTt7S9cFy/P9G4xCyHK3wE94tOWxMGtxehZQ9RJGh3VGhtsM3EsSmL2Uz6usLDg83a31xfrsJtOQiWanjgXRNYGmKQhFoAiZwgzDhCiWJYrVqjTwyl0S2L22wzt3JEqhm17EDG9WNt2/2cA7r0iEhmUqLC84PNnxKJ337+bqumBlsb+BhAwJ0Z4Mb5cQUMgL8g5oagxpShBBraZyXqGnMasq8NZanlIlYqcHRiTToGnhWi2h4kY4lsrinMXjbY+pCZPd/RqFvN7Baz49CzkbYDs2a3nBwqpjAgY1odtlGEKaa5ZKIS/ZwooCqiIIopSDI5+j43AglrCuC24t2dztMiMhU1a+9nDT6zD+5mZMqm58KbahWFAYGzVxbBWhCAK/s3BzdclGq+Nk+r1NzTkqk+NXm6NwkRY+PO6OeoAmtnBBw6ynxb268dt+vlEEvPNWK3ZkbERndtrk/qOrBw3GRnQMQ7mS6d+upXmdNE3ZP4wYyiNnC6gACn4gZ9+43uUb8DJD3NAFd27l2D3wnxtx1K7hIYnVyeVUBPK7kNeBtH5MXMxeCML0pXCxb686xHHakSSXSKfu9xyKAtMTJrMzFvMZRmPaYm7WYmrcQBlkZt81KbsfbDeaX8Rs/sEPfsD777//mWE24jhuKQbM/o7jGFVVOxAatm13JLq/yPr+97/PL/zCL7xW9/evSr/5m79JHMf8+q//+nUvyo1ulOnGUL7Rm61XbSifnZ2xs7PDu++++8o+83XRkydPiOOYKIo4ODhgcnKS+fn5rtPE+lH6R/8A/OcrZ/rJ//I9jv/oBy0/m/wLP8eX/4t/++rP5aKQL9Of/c1/Qnx4xDf+x/+QRCicTn3puZarVDPY8WcI6K9gDiCn15jJleoLl1KMj1GJSYHczAqmZT/Xsgyq09NTdnd3efvttwd+ba1WY2dnh729PSYmJlhYWOh7v/g8lOw93nL57W8f8M//5LjvJF5WYGcY4Hk+5+WIs7JoMUbfe7vAh5/IKb0NfnGc8qBHGk9R5LT3nK1iWyq6IdPCihAk6UWiyatJ7mnVvSg6ajd4i0MqgpSz80RO+x9KsU1QVYUwFJyVUyrVwc+tWer5/iP3hU1pkGZAPqcxMa5TcDSEIpPBqqawueUNbBAYhmBh1ro0wZh3FFaXcjzrYoYvzlmX8mw1FYbyKcWiTs4xIRVUuiRws+2UmeG9+KyqIo+FlJQ4rpcIBq1YkG6pxwx1kCXDuynnqIyP6uQcFVUVLQZuu0HfzVSW+5TTUpbVj7phQTRNmt8pEn8Q1dPutqXUTVRwazGWKQdu/EAaeIfHVycwNVWwtuJ05XUL4M4tBz+8GgnRj1RVIjQcK0XTUkghiATFgkaKQoqCrqqyiLFbWtiVptOgRu3ctMlwUe9IwS4vSLOp2/5q13EPLYWLPXjNAjm4UvOTDma4AHI5BcdWsSxZltjYdzMsSAJxJDnnGS6j6sWETeif7By1/dTrMLubed2qijRw23AfzVIUePt2Z7J+btqkOKSz8fDy8rWJMQMh6ED5XCVVhfe+VMAPElRV7tDeFbiPdhm6YGXR6Ykfyo67XmnhfmUYgolRg0J9tkA22DA8pHFw5FMc0gcun8w5coD1KnyGAN66naPixh2Ikm6yLSjkpNksTVCBVxOcnScNrIwQ8G6TIZ7PyfP44y235+BZY9+1NExLoCoJcRyia7KoTVXVjn3X9S7Ou3MzJkMFjXsPqqyvys/K5zQ5W8BSQMjBxlIl4ugoIB7wkphtp3I1vnQQamrCIE0H2191TTA9abK27DA/azEyrDdKAsdHPx+FdN1M5m5mc5qmKIrSuLf8wQ9+wNe+9rVrWeYoijpSza7rkiQJmqZ1IDS+iGbz97//fb761a9e92Jci/723/7b3Llzh1/91V+97kW50Y0y3RjKN3qzFYZhR7PwZynXdbl37x5f+cpXXtlnXrfSNOXw8JD79+8TxzG3b99mamrqhUf20+/+Q/B68/Eu0yf/14fs/uM/avnZ5C+9z5f/s3/r6s9FkOqtyeGf/v1/SfX3/jlf/3u/AabJ2cTgKd00hT9+PM/QqDPQjbihhCwOnTT+X0sDCvGppDEaecbmFgdeludRuVzm8ePHvPfee339+zRNOT09ZWtri1qtxvz8PDMzM33f+L7uWIs4Sfne90/57W8fNEzfF5UiYGLcYKSoo+vSwDOMFEVRpVkYSRNCCEGSXOAjXC+mWpUGzKDjZ1mKt5vBOz1pUHHjrqxggJwDQ3kwdPmhvi84Pb/gwmbKzPAoTrtOTZc4DpWco2CaTYaTevFdJ0mnWerWGcpyWS44z4fHQWNafGaKDBW0hinmZgiNHiV2lqkwM2V2GIgzkwbjo1dP4V+atzg4CgZOmuVzCm+t5dE0mQgnlQbe7n6NUrm/tPBVytid2XZ6HgkBw0Wd0WEd25IIBd9PKJ1HTI7rHByHTI4b7B0EaCqYpophCDRVQVUkoj5NIE6eHwtye9UhTWUxWqYv3c5x72G1xUBuJDCHdMx6AterXRSuZVJVwfoth083pElnmYLbq7krt5NA7nu2rWGbAkWVhpOmCmzLRNW0ln3XD+pmqRszXNSZHDe4/7iK76eYhqBYANNMUYXkNfuBnO7vPSe96/aKQ0rrdmrX/KwsL+s3kQ4XvOZCXiJvdFUQRileLcYP6gZ4LabqymP1Rcb1x8cMZiaNvlKw7WrHvSAkr7lUijg6DXjnjjxP3FpxUGAg/Ekhr2DqMUenV1+TshTsfheefCa9GffRZOCelsKONLSi1FEzTQM446M6M1P9pYUz2ZYg52hYppy9oGkCrZ50T5HHaZZ094OU4aJKEKQYhkKlGuHYcrZAHKdUKhFHp+GV5ZCXpYV1Tab0L9tOgyrvwFAhxTJkObJlCISiEsdKvSRRlVimuHnQNTsfPd++u7J4kT5v1tK8xWkpbOBbmqUoNMohLVO5GGyoo4maF0PL0ucDbKdCXmV8tL90O8hB7/lZS17v2q5lpqkwO2W2lALOTUuzeWT488G+bTebkyQhjmP29vbY29vj/fffBzrNZnj5zOZ+FYZhh9nseR5JkqDrelez+XUqp+5Xf/Znf3Zthv516zd+4zf4lV/5FX7pl37puhflRjfKdGMo3+jN1qs2lKMo4oc//CFf//rXX9lnXpd832+kTkdGRsjn89RqtZeG+0j/5B9BtfRcr73/uw/Y+j//WcvPpv7Nr/Lur//rV3+uUEi1Vm7axh8+5Ojv/gPe+Z/+c3KzI5TGbw28THvuEN/5ZJTFWY1Crv80gSBltXjQQtiw4zJ26pIChbnb6MZnfwPf72BJFEXs7u6ys7NDLpdjcXGRYrHYN9bidS/ZOzsP+WffOeSffuewq9GkqWBbF0k8wxCNh3QhIAwDgiBAVVR0wwSUxgN7EKb16ekxY6M6w0M6j564LC/Y7B0EFIe0RgIvjqFWiymVI45Pw4EeemU5nUNwSTo10/KCzbP9Wl/IiOy9iwVBIQ+6mqCIFE1TiFEgUUEoxLEgjKhP8X0xw2l6wmB8zOjKee5V4JWpGaHRXGJ2eOyjaQrTEwab2zVurzqQwoPN/qemLy9Y9e129b+1TMlpPWiamt687EJIfupIURq4mSl2Voo4ajMaemlizGB6Um6nQYxux25Nlhq6qA9qyN83p4WH8hpeLSafVymXY4lQSCUD+UUQCpkMXbC+muP4LOw5bf6ttRwPHlcvLaDMZFkK4yMGhbyKpikkSYqhg6YqeH5CmkqTJxvAiV9SWnhl0cYwFO4PgITI2fKYavCaEwXPF5yVOss2NVWacielkGd9sGABpidN/OBqxm2m4SGNxXmLR088KtWYL79VNzezfXU4M3AFNT+mVIo4PAkGOs4X5y1yttoxSNCvTEOapbalSNSLrlxgQeqEd8dRiZMUv5aSJGnXwYbLZFvSWHvY4zxayKmsLNo83vYGMuzbZVkKE6MG+byKpkq2dNWNGCkaHJ34jI3oHJ6EGLrozdyNU/x6MeQggzdZ+tz1Yraa0sJrKw5Pd70GLzhTczmkosgSw3K5PrMhzK7rrWnhnKNwazl3JbImm71gmSqm2Xk+SpoNcD/BrSX/P3tvHiRbdtf5fc+5+725175k1l71Xj+1JNRNaCTFCAx4EIyHCQ1gIpBhBgJMiPFEKGxs4wgFY5sIG7A9ZqyY8cgz4AjEH8KDFSEwSC2NJJBQt5rWUy/qflvt23u1Z1bldvfjP869uS83623dUn0jOl6/epVZNytv3uV7vr/PF+WKC9tmmBjji7V318vwPL4NiRiga/xzTwmB61NUqkC+4F8K17KyaMDqkNJv1MiQDFEAHhxFN8xFkS82DKVFaKoA3+e4p7OCE/kzC3Azf2lOx6173ct1R4dljA7LuLPWm+ndTbpGMRmgM6YnA8M5wGgkYm9PJq7rutjb28ODBw8wPj6OqakpCILQxm4O/z+8Jm01m5/W9SpjrMlsDv80TRO+70OW5baCQFVV35Zms+d5eO211/Dcc8897U15KvrVX/1V/OZv/ibe+973Pu1NudKVQl0Zylf6/pbruk3NwI9bjDG89NJL+OAHP/jEfuaTFGMMZ2dn2N3draVOx8fHIYoiCoUC9vf3cePGjUfzs178HFA86/+NHbT99ftY+5d/2vS18b//d3Djn/1o38f6VARaCvfu3znF1v/4rzHzyY9j9AdmcZGZHWh7PEbxlc057B24SCYEzGcHM4BnEseQaMMdNWNIeGcQ4YJpKWTGJwd6vsvItm28/vrrXcfQyuUydnZ2cHZ2hvHxcWSz2ciFJu8ErMXdtRL+6sUz7B+YsG0fpbIHx2VwHAbL9oLUrH+pG7BQlALL8wZsx28yegWB3wR2GskP/z2TEpGI1xOjvMyKFy+F5khYTnf/cDBW5PKCjrXN6EVINcZzkPYbG5GwvWchblAk4oAkMTDfgxsWAhYxsGG0HCZU+5i8jdiQqKIEGB9TMD2hQqBAqcLNl8K5MxC6YXpcwPGZ37WgK0xeduK0Anw0/o3bvbe9NdXos2YG8vyMBkWhODyyoMj1BLggoJZ2Zz5HDjiuX0uAh2PbfXERQVKuUHCaiqwai9NCaSrF8JCMuMERGp7HUCxzU7zVlGpUKikiN6X1HE1v1PKCjo3tSkeudjflplUYep2P3GiKtS42DPK8oUKOdLnSbMpdVrLEjRtFJogZgCT68HwPhAGOR1E451iaQQzc4YwESgiOeiSyJ8cUpFPt6AyAJ2bvrJW67jOiQDA8FPKaKXwGmNV2A3dlgR8DN3eqHacXRCFYoAtwGb6PprLPRuRAJ2kqweKc0YRiubESw617pdrvS1Xq+6ooUriuh/y5icK5B9NqPi91YjKPDskYG5FxNyK/HWgwwDUKVeYGeD0t3MzctW0fqaQI0/ShawLOi06NLW7bDMUSN/Cj/uxOipIWnp5UUSq5kRaLCAHSyWCxIThP6SoFwBcdGg3cMC1sO6zGFr5sqelsVoUSML2jfh4oZYgbDLrKIMsEhFC4HkWpDBQu/Jbv5b+nwrkTuTDR0AWMj8hdFyJaFTcEzOZ0bG5XUKo0HwMVmWJ4SELcCItsgUrFw2nB7piEBjqfFxvxHIOej0WhXiSoKgIkiS+k8ykjvqzheQyZpISy6SGTktvSzYb+5LENjuNgZ2cHR0dHtXLoflN04bVqY/ChU3Cp1Wx+WuZtaDa3IjRM0wRjDIqidDSbn9b1t2mauHfvXuRpyO81ffSjH8Uf/dEfYXLy8d/XXelKEXVlKF/p+1tP2lAGgBdffPF7zlB2HAf7+/u4f/8+4vF4LXXaqHK5jNXV1Ue2qsq+9Xng/PhSj33w2hlu/fYfN31t/Kc+hBu//sN9H9tayAcAlXMbr338dzHyn38MuY/8AErp7EDbs1oYxncfpFHI25BlAdcXxIHKTiaNM+hSs5ElMAcJ7wwMFKnc0mNnqPm+j5dffhkf+MAHal8LcSc7OztgjCGXy2F0dPR7pmTPcX389Ytn+PwLR7jbYuaqCsXYiIyYIYJSoFr1cXRqdb2B66W4IWBuRsfe/e7Fa6JAsDCn4W6PIqlumplSkUpKkGUCy+bprcKFi8NjK/KN441rMbzVpXQN4FcbS/M6fNY+Xq9rAjJpqSvjUaBAKklhaIBAffjMh2VRlCpAqeGpQiPo6KR7yVQn9UsqN6rV5I3pAtJJCbsP+LbLMsHIkIxETIQkUbguTwoen1odi6EWZjTsPmhOeA+SUB1k20OJIjflTMtH3BBhuz5EgcBxujOQB1UyLmAmq2F7tzuntZOp3E2pRJ2BSwgvgHQcH7pGcWetMvBCzdIcL+izne6PC0sVTbN3orBRlPDCNk3xIAg+FEWBz8SuDFxdo1iYM3D/gdm2GBHiMni5HuXoiGCaAS2Jy26oF4Av2IwOKbi3UYHt+Li+pOPWvQpEAUgmCDSVQaDcXHZcgmIZKHUJKKaSPAHZmgBfmNVBSX8kxPKCgc3tckducS/FYwJWFgxIEoFt84XFYsnDgyOzb4FpVKWTIrKTKta6LOCsLBrY2Oq/7TFDwFCGTzaIAi8HLZc9JJMiLi4cJJMSjk5syDLta4D3Y523ihCOdimWPOw2HE+vLQXJfLf5ezuiafrwegdlMA9nJAgiweEAiduJURmZtFxbmBAEgqG0hFSiXg5oDsiWbtXyvA7XZdh4SPY5X9SgnF0vMUgSL7AF41MMhAooVwiKJYbiAL0CokiwMm/grXvdj5Fh6eG99ct1Duga5+DHDAGiEHDQA2b/TFbDvbUyslMaJInjORSZQNf4ogafSKEQRAKBI91rEym248O2WW3f7YVYoZTvs6d5FwdH3Q33dFKsmcuT40qQbub/ryqP9vrWsizs7Ozg9PQU09PTmJycfGjDtzXN3M1sDhPOjf89TbPZtu02s9myLDDGoKpqm9msKMpjvU4vlUrY2dm5VF/L94J++Id/GC+99FLkQM6VrvQEdGUoX+n7W2FJ3JPUiy++iA984ANvK2Pssjo/P8fOzg6KxSImJycxNTUFSeqcru2XYB1U7G//PyB/cKnHnq6V8dp/+wdNX5v46IfxzK/93b6P9VsK+YAgef5rv4/4j/0Qlv7Jj6GcjL5ybHoS/vLePAp5K0gDCJgep0jGo18gj2gXSCrtN0WqX4bul0Biw0iNjEZ+vssqXCyxbbs2HpjJZJDNZhGLxSI9xzsBa3FyZuPPv3SEL3z1OPLoc6hETEAqQUCIA4EKcDwRx6cOTKv9tJqd4iOg9zbKTeVT3SQKBAuz3cuYGhWaZbZdTzvHY7zULbzxF0WCsWEZyYQEQeBFZmd5p2t6uVOqSdcoFmZ1HB73ZjnGYwJihtgVVdBNqkIwNU4hST4cO8SCUJwXAXuAvr1+5ubCrAZR7GzyxmMCEjGxKYHbSTGDYmRIqWFJLNvHRdFFIiZi934VczkD50W3Z3nSZbY9VCIuYGZaw86+WRsbj8cEJOIi9h/Ut70xKcgTgoBp+5GwBFMTClIJKfI+O4ipDNR5247L99uQK9poNFVNL9Ko98Ksjr371baEuKYSLM4aODi+PEe6UZIIxAwR8ZiIdEqEIgsAYyCEJ0tt24fl+DVcRshnrV4Cl9GoXgsT/RYiFIUgGWvmNZsBr1kQKFJJEQeHNlaWYri4cLH3IPo+uzDDMTm9UuehOBJCx9ZeFReBedm6zzSiaSglcByfJ3AbEAq9VEtVr/Uu2qtvuzUw/3x5gZuXhXO3KYFrWT7OizyFP2jhWqMUmWB5wcCDHtMl8zMaDo46Fyy2qtPnyrI9xGMSbt8rRnrvGsXfIwlbu733k9ksn5gYJC3cOIWhBAncqunhLN+O0aEUuLYUw/m503a8liUCXRegqwEuQyYQRQrme7BME67HIEkyGETYQXltpeqhavpN29qrzE+ROUZDVRj4Gj+tfa46LTgCnc+rNcM9wj7bqrYSTIlCkppLMH2fLxyYtl8rMbRtD+cXfAqj21TNIAoT7g+OBpuIans9hBvrU+MqN5wnlBqveXJcgShGN2Or1Sq2t7dxfn6OXC73SPpeoqiT2dypHBBovh5+2mazZVlNRnO1WoVpmiCEQFGUJqNZ13XIsvzQ1/L5fB4nJydYWlp6RK/knSPGGD784Q/j1VdffVvdE13p+15XhvKVvr/l+z4c5/IXMpfRK6+8gve85z3v2NVF13VxcHCAvb09qKqKbDaLTCbT9+T2qHEf7NtfAE73L/XYiwMLr/zTTzd9bfJn/iNc/5Xe29apkC/Uy7/9/0JMJfDMf/fzqMTHIm/LzYMp7J7Hsb5ZQSJGoMgUVKC4sSigxzG6SSmljGGtgznAGOJeHgLxkc4tPfYLz2984xtIJpMolUq1VIcoRmPivd1L9gDgjVsX+PwXj/DitwuXGq1tlUABTaPQVBFDGQlxXYAPxvmNIFjfLg+caBZFgvkZDffWOycFYzEB81kN+w3j3I0azkhwPdbTKNc1itFhBTFDACF8fPbw1Eap5NXMnrFRGaMZGatb7YU93cTNC4LD42jH5IVZHYJAsLbBDbPlBQPrm+WaMZOIUyQMQBR9MObDcQmqVYJCER3Nindday6xkkRgZSGG/IXTZLh2UjIuQtfoQNxL/jie5D3NO8E4MC9bqpg+8gWnayK9Vb2M2X4mb1RDHKizOjmWgMD3gXLFhSITuB7pWKrYT1HQHWEJXr+FiUaFo96JmMg53QFX9rShcHE+p+HBETc3Q1NibavSllBtLddTFAGiyHEDjmPDsmwIgghBkOF63CgM03mNpubstAot4P6qioDRIQlbeyYMnRtusZgAgfLCzWJpcPOGUr5QVC73R2c8ez2O7/b5vXfSUIpgZAgA81C1AM+nqJoEhQt+7Iqi3JSKs4LdNV08NiJhZEjBvS5IiCjJ/Ea2uKpSENQXRk7yNuZyGiht5wsDJQAAIABJREFUL0brp+EMUDGBSp+HiQKwshTDWb470ztUpwRu1fJRKPTG6MRjAmazOjZ3KiiV+//ypyYUlCveQAuhU+MKkgkRd9creGbJwL2NMobSQZGpxI8BlaqHs7zdsxxUlgnmcnrbNA/A08KOyyIXwvWSrlHoughNJYjpYrDQwEs+JYHA8xmqlo9y2Qs4yu2p/ssonRIxPdG5pC6KNBWIG9xsppSABYs4hXMfczkNqxtVTE2q0FV+/BAEIBYiUBQhYGPXGeAhAiVMu0cpEiTgafZi2astbI4OyyCENZ2XU0kRmVTAwSYEluPhIuBg98voaCrlEyINC5v91PieKrJQK+WlQTLa9+vJaNPyoaoUMU3AyZmD4YwESaaYbkFojI8qtWLfcrmMra0tlMtlzM7OYmRk5G1z7XkZs/lplwMyxmCaZpvZbFkWCCFQVbXNbJYkKdLv/OjoCJVKBbOzs4//hbzNFBrKr7322tPelCtdqVFXhvKVvr/1NAzl119/HQsLC5ETm28XhWNG+Xwe4+PjmJ6ehqJ0Nle76VHiPth3XgCOdy/1WLPo4pv/5F83fW3q5/5jXPul3q3BnQr5Qr36f38T1toWnv3UfwXTGI60HQVbx1fWZyAQF+tbFgwNkCQKxxPwg+8SImMvdNHCZKzQ8d8oc5H0ziAlxxDPZCI93yAKW693d3dRKpXwvve9D+l0+nsGa2FaHr7yjVP8+QtHtdFYRSbQNM7rrI99AgINUz718U/LdlCtWNzkJCI8j9bGmBvNPV5ipWFnnyfxVhYM3F4tQ1UoMik+kqoo/ObAcXyUyj7OCnbHtJkkEcxmtSajZHpCRTIpYnW93PfGeXpSxemZPXAKL5UUsTSnw/M4DqRSjZYUbdRQWgIh6JpYkuWgeK2LSXNtycDdtd7pNkEA0kkKXeUIDc/3YTsUxTIwMSLiOO9jekLFzr41UFFWMi6AUg/5CF2h05P19HmvUfZWU9T3GIqBKVquNL8/jaYyT/Jyk6ZfsSIwmKkcqtHkjcdEnOYtJGISYoYIUeRJ0VLJw1EEU/Tdz8Twxq12gzCTkjA1oWBju4py5eHxVGFaOJPmrF5BJJAFAh8cTWDbPhzv0ZTrheIllwaqlo/tFnSGGpS29XqP0kmRp8U1oSnVenxq15A0mkqxOKc3cX+jaJCE+HBGwsSYUjPMZJlgZlrF6ka19jqTcQJDZxAFBoDBdSnKFc5rbtXkmIKK2WxuhgnVKLiXdwWYnUHeFs6zNVAqe7AdH4m4BEUmYEGqNWrh3tiIDM9jHY9Thk6xMKNj57458ARLJ8lyPYGrKhSey1CxPCQMEbfulQZOiw5nJAgC6YsFmp/RIAoE91oM92tLfOGuE/pD1yiGMjJihgApRCiUPZyc8XMVpZyl/eadEgTKnytfcNvYwgIFDIOnhVVV4GlhgULgPY5BkWCd695oljYSBHqlhcNku96AJrkouTg+sQaabhkblTHcgOcYVJoaYCRUAYpCIAWFiYz58D0PrudDlngvg0D5hIDrU5QrvBwwSsFoP4kCT24fn3bGRcUMAaPDct9zCSVAJi0hlQxKN8Encc6LDqqmh4UZA/kCR5Qocks5JOOmv+v69WNvRFZ/qIkxBemk1MRq1zWKqXG1DccjCASjwyKSMQ9DKR/Li0NYWsggO6lhZEgeCDv3tPRONJt93+9oNtu2DUJIG0JD07Qms3l/nweJpqamnsr2P02VSiX89E//NF588cWnvSlXulKjrgzlK31/K+RDPUndvn0bY2NjyDwGc+9Ry/d9HB4eYnd3F4IgIJvNPtTK/SM1lF/7D8Dh1qUe67sMX/u5TzV9bernfxzXfvH53o/rUMgX6s6XV3H22c/j2X//L2Ab/d9bnwF/vT2Hs6qKUtHEyZkHWeJmFxUkLM8QpJPRsBcSdTGTOO3674pfgQoLwzOLkZ4viiqVCnZ3d3F8fIyxsTFks1l85zvfiYRzeSeU7D04NPHnXzrCwZGFqsXL9E7zNu4fROcKR9HstApdF3FvvXl0lRftNRc5dZKhC8ikJBg6TygxsCAd6UPTCCihHGsxYPJrcZan3qKMYYdmVjd2sapQjAwFJoMUpC97lK2NDsuwHb/JjAnNrM3talvpUKueWY7h9r3BjCYAmJ6UoSncAFFkBoC/7yFCIwr3NZUQIElCR1RCiBmxLP+RJPFqxXC6AEr4QoOmUbgucHA0OK4hqqk8nJEwOdae5F2Y1bF7v9oxUZpOisik5fqov835pydnTu3z1DjaPTOtQm8owWtVLS3cIbEGxlOIrsd54Kblo1ptTguHJq9pcT5ybkrFWZ6bXjVDROVp8eolWa0h07sXhgDghuHMlNaXP9wqQSCYz2mIx0R4PguKNj3kzwdbxOlnzOamVRhBqrr12CcKBIs9CkFr3ycCqXid1+wzwHF5IZVlAZm0DNsBtvcGw71cXzKwulHua6qFix/93guAm/zDaRmGQeF7NkzThutJuCixpkWcTEqCotDawla4+LG2Wem5GEdpvaBMU2mQLG0w1lAvnWs01ipVH1MTHJlzb40b7rVkuyFyDrrro1j2cHpm9cRSxGMC0ikJOy2/bwJgZclAter1fC/mcxoOT6y2Ra1eSsR5qjUR559bAgLX4+cq02L1VH/Vu1TCt1Hhe7G6UenJ7+2mVIKbzVqwiGM7DOfnDk7O7Nq+lptS+XsR4DmaMBKNbGxCwILJI9cNsUz8/axUvK7ICoJg2qDqYbfLtAEhHKGhawyyBFBCuNlcBQoFv++iTIhK2X9g9Z2GicJ07qQwuX2Wd5AIjlVKwyTO+cXlOdihclMKdE3E3S6oFEqBG8sxfLdHz0OjJIlgckzBZIDOmJpQMDOlYXxUwVDmnTFdGprNrUbz291srlarTUZzpVKB4ziglELTNFiWBcMwMDExUTObv1+0ubmJT37yk/izP/uzp70pV7pSo64M5St9f+tpGMrr6+swDAPj4+NP9OcOokqlgr29PRwdHWF0dBTT09PQdf2hn/ell17C+9///kdyscLe+BrwYP3Sj//rX/pDuBf1i8vpj30EK7/wXM/H+IIE0M4m796bx9j5n/4Nrn32fwcb689Q3i+l8K3dCVDKsBEYCaGfaugSNA14dikq9oJhIXnUinZuUszLIz40Cj2eiPB8XX4KYzg9PcXOzg4cx2ljzL388st47rnnumIu3u5YC8YYbr5+gc+/cIhXXj2HzxCM9tOaOaepFGMjHPcA8FTb0bGNYoRx41CiCCwvxFAquT3H0nnRXucR4V4KS/wOjy0MZ2S4LguQBBxlcXhsRTKKn1mO4VaPm8exERmjQzLWtnobKL3UXLYWpJkuHIgCxUXRxciwDFmiuLcxWLN8K76im4QQEVDpbaDw9CVFzAAkke/Dls142VI5bKrnak1ZGzrF/KyBBwdmXzOrqYhNIZAVoca3bBrvDYrYQhNGU3kycH2LGyhDaRmpJE80cq5wNIRGL1N5NqtBU2lHYzFUp5LBXhIFguEhnhZWFApdpSCUwAwWcTyPwXFajLXK5dPCocnbyXDPTqrIXzgodUml8xI7IJ1UoGkSmI9agVXj5z80s9a7lLt1kiQRzOei8c8BbqAYhtjVcFcViuEhGXFDqOE+Sl2S7QDwzLKBO2v195UAWF7UYdv9MQSUAs8sxfDm3cGMJlkC5nIy8gUXhDAoMgMlPjxGYdkE5xcMVoTLMz4+33khI5UUkZ3UsLFdeSQJ90ZesyASEPBFC8MQUS57AdOUI4v8ADlgO9wsNS2+qHGZY+XyvA7XizZtECqV4Ml2QxNAKGDbfq1003X5PpKdUrG6UanhfY7PoheaTo4rqJpe5MULznDXsbldaVoUDNEk4SJObcHpwsHJqTPQcX9iTEY6JePeJdjCAD83xwwRmtqOkSCEYyQMXYDj+GDg73PV9HB86uDk1H4kN8eiAKwsxnCat3EwIEKpUYLAzWZNZZBEgBAK1yMolvkExtyMge09c6ApHKD7NEmrxkYkDGeUpuS2rgmYGFew3rJ4JksEQwFKSZIIGAPKFb441ivlPz/DsTWtRb/ddG1Rxd11MzKfm1Lg+mIMZ+cOTvM2FmZ0bO5UMTkecJqDYsCpcQVTkypSiXeGudnJZO5kNjPGQCl9W5jNnuehWq1iY2OjhoysVCpwXReU0jaEhqZpkZF77xR9+9vfxmc+8xn84R/+4dPelCtdqVFXhvKVrmRZg5VAPax2dnYAALlc7on+3H5ijOH4+Bi7u7vwPA/ZbPaRF1J8+9vfxrPPPjswKqOT2JtfB/bvXfrxL/7Xn0N1Y6/29+lf+AmsfOx9PR/TqZAvVPHMxHf/i/8Fs//yt6C8+0bP53F8AS+szcPyRIjUxdqmBVFALfmSTkmwHeD5GxSCEO33n4ufQBa63xgQ5iFOqhjJzkR6vqbtdRzs7+/j/v37SCQSyOVySCTajembN2/ixo0bUFW19rV3QsleueLhS399gj9/4ahjudT4qIxS2e3K+wQAQweScSARVyAIIoolFwdHzaVQ6RQ3N7Z26wVT/SSKPIXYOnbcSdOTKpJxEasbdaxFPMaTcI0mgSgQjI7wwiVRpDCDErNOZmenkfileb64tLZZiXxjBvCPjqELMHQKReEpLklsLgPyfID5DPGYgNMzB6JEITfcYJ7m7chc6V7j/PGYgLmcht19E/mHHEsXRY7Q0FReYOb5PgilsCxuLldNAkGgkGTOxyWEwA8SpWEKsWryFO2gaIX5GQ2SFA0RAPAx45EhGfGY0BWhkYiLiOkC7h9aNURAP8O9dZv2H5iRR/HDhHtrejQcnw9NUceJlr7spKG0hMlxBetblZ6lZFPjCi5K7sAmS0wXsDivg4Ab/rZTN+8GMdeX5nXcXu1sKtcKCZ3BJw4a1WSKBkbjeclDKiFiZ6+CuRmj6+h7NxHCF3Gi4DOScQG56Wjc37hBEDMAWfQBwuB7FJWQ19zwNs7lNBw1JGYnxhRkUlJfDEGtoEwVIckMYE7Atlcgy9wc8v3GZGmQdq96yE1roAB275vITqo4zTtthXuFi+YU/iCqISHOXdwfAEXTTaLAzVI9mGrRVAGUMDBGULU8PDiycTqgKTqUliDLBA8Ou+8rI0Myxkdk3O3Cw+6ljmxpM5gYaEC7zGY1KDLHczDGF44MXYSqBAV7Uh1HBfAEeKViwjRd+BDhOATlqtd1+zqlhWemVZwVnNqxosaXT4iQJQKfAWY1OkZlkLRwbbsIP/boOufvc4wEAaWkdqkacpQtywMlDKrKF5YliYH5DNxzo7AdiouSj1K5/3v0zHIM9zZKHXnJUxMKEjERd9c6n5MEgeD6khFpwReoTwzEYwIkicL1GEhwrdBvMqKT5mcUHBw5Pc8DosALAw9PmhceCeHs+daSxFCGLtQ5zQGreWpCwfSEipjxzjA3W83mRqxGo56W2Xz79m1MT08jHo/XvuZ5XhtCo1KpwPM8CILQhtDQdR2CEL34/O2iL3zhC7h58yZ+93d/92lvypWu1KgrQ/lKV7Jtu+MI0OPSwcEBSqUSFhcfHX7gYWRZFvb29nBwcIB0Oo1sNtt0on6UepT8aHbrb4DdO5d+/Ld/5ys4f+Wt2t+zv/iTWP75H+j+8wAwSe3+74zhpV/53zD5iV9C/O/9UM+ffedsFG8dDgEAzIqJg2MPmgJUg3vG0SERZZNgMUcwlIp20TNh5GFIvQ0AyTcxOpqBqmmRnrNYLGJ7exsXFxeYnJzE1NRUz/Gy1157DYuLi4jFYu8IrMX2XhWf/+IhvvKN076psfmchp371b6FM42iBBgZlpGd0sB8XhhTqXo4L/ICo6gmgyQRzE53HomntD663y1JODIk84b2PkasplKMjiiIt5TtzWV1rG2WsDhr4OjURv7c4SPbanCzLhKIIk+WEvBx9vpNLE/QVqr8z16HWm64q9jcqfY09HRNwHCGF5iJAmlgX9ptfOjW8q6pcQWppNRkundTYxGbJPoAXIhCJ7OpAa1gehgbkeF6DBcXDghhEAQGWQoRGkDVIji/wKXZl6LI3/PzYr046WElCsDYqIKhtAxF5saL5zFcFD1sblcG3tYopvLIkIzxUbkvIqCTGkuhunGFgQCd0QXX0E3jozJKJRulCKG3fkleQoB0UmoyGk2LF8Mdn9ltn4cwEdc4Vi5L3Gga2ORF+xh+pwUc1+UYCk0T8eDQhKGLnH9KGsy7iCPpvdKLE6MyhtLcWOxUDjmIKOW8Zl3jvGYCBkmmsGwgGZNRtQhkSYAgUjQWlDUu4PQrKOv2c68tGiiWPOw2fPZEgWBpQcfte+0GlygQDGUkJBMNvGarO18+TNF3MxabzVLO3BWFulnKwgkGx6/hj8oVD5Zd/wB0K5CTpDqvWZb4tparHvIFB4UuBWoxXcDIkIzNFj54dkJFLC5wY/EShnpolmo6haYIkIP9l1IS8G0ZDE3guBeXAYSgUvVwcGwNhHzppdBY7Jbc7lRY10mqQjGcCUxRkU8LVaoeTs4cEMKvL47zDuCDn1Nlfk6lhH+Oa+dUJ9x/+b5bNf1I++/osIzRYc55Dj97ybiIdFLEVstCoaLwZLMq+RBEAgYK2yYoXPioNnzrXE7DyWl9OmM2q0GW2pnb3fTs9RjevB0dTdWpMDCmCxjKcOSXKFK4rh/gtJye55SJMQWey3DUMqUiywQrEUz968sG1jY6c8S7KRkXMTWhYHFOx+iwgrERpWY+a+o7w9wMr+lb2c2tepxm8xtvvIGlpSVoEe9jXNetGcyh2VytVuF5HkRRbEs1a5r2tjWb//iP/xjlchm/8Ru/8bQ35UpXatSVoXylKz1pQ/ns7AyHh4e4fv36E/uZrWKM4ezsDLu7u6hWq5iensbExMRjHw+6desWJiYmkE6nH/q52O2XgJ23+n9jF73x6b/F8Ze+Vft77pf+Eyz93Hu6/7wehXyhXv7nn0X6Q+/F0D/+ma7fU3FlfGF1DgAFIQzb2xX4DIjpqBkYY8MiSlUCRQbeey0a9mJYu0BK6Z9aEwHMZIe6/nsrNzuXy2F4eDiSEfzmm2/WkgNv15I9z2f41s0CPv/FQ7z2ZueUSTc9s2zgVgfDoJNCE6hw7nZMPVPKx3yTcRGqKkAICoyqFQ+FC6ctNSvLBNlJFetb/D3m48Ma9u5HS9hmp1Qcn1gwrcGOdaPDMibHFJSrHnRVAAMLTCb3kY34zmZVaFp3Xm5UhaPToXnHGDcaYzGKStWDpoi4KLncgGkYY34UaeFuZYHjowqqVbfNzCcESCUoYjogBggN2yEoVwguugS3wvd8Z9/EeRdzR9caDMTA7OdsYRLc/CEYw+9sNo2NyhjJyFjdqNS+RikwlJaRTtZTgqbp47Rg9zRuupnKczkNikxxL2KqupM6mU2iwM01SQJkiS9wXBRdVAdICYYazgjwfNL19SnB+314YuPo5HJj6TXcR0JqMu/OLxxMjqvY3a9iZlrH3oMqfIb6Ao7EzaZweKVpAcf2YZoeypX+CzhAdJO31Wj0fQSGmN22+NO6iBOWu61GmGjQVApDF5qTpS37b8jGtiwfFdNHtepiLqejWHJgWh6C5V9oSp3XzEs3GcqDYaprisJgpgS4sRKd08qft240qiqFIvKCSNvmn1HXZU3M3XLFe6hj5OSYgnRKwt1LICE0lW9rzAhMUR8olfl0g+MwzM1ouLtWweKsDhDUMASSCBiG2Lb/cjQIx/i4bQuQ3c1SSnmB3Pm5U0PzXFs0sL5VN/hqi46GCEEAbNtDvmCicMGPs/1fK8HiXAx796t9z6888S9ha3ewxb3Q1N+7byIRF2EYAkSBcg526XKTGK2qpYW7LKjJEsHCbPepiFbpGhA3wPE0lECWaXBOEbC5O3jB+cqiga2dSs+FR0qB60uDI0B0jSGVEJBKqBAlAbbto1jiC3m2zaegRoZ40aCuUSzOGQNNj81Mqzi/cLsutLQqk5IwNc4RIK2L2Zm0VENnTE+omJwIMBrjKmT56SAmBlWj2dxYuN2qVrN5UKP5O9/5Dt797nc/kvtVx3HaUs3VahW+70OSpI4FgU8L+QEAv//7v4+ZmRn84i/+4lPbhitdqYOuDOUrXclxnI4nvcelUqmE9fV1vOc93c3Lx6VGdEE8Hkcul0MymXxiP391dRXJZBKjo6MP/Vzs7t8CW29c+vF3/p9b2P+T/1D7e+6X/wGW/tN3d/95VAATevPRvvNvvw5ZBiZ+89e7fs+37mexf84T2pLgYXWD34QkY8B5cB86OiSgbPKLluee4YU9/ZSUKxjR+xukRVNEbiyOTKL5OU3TxO7uLg4PDzEyMoJsNhuZmx1eRG5sbOD4+BjxeByGYdT+U1X1qZvKF0UXf/mVY3z9W2eQJAIasC4rpo+TE6tvejfUfI5gY6f7KbBWHrdT7TvO3UuyRJBJS4gbnINLKeADIIyPKN9ZHzzltzSvY32rEikttjingxL0NIFCkykZFyFLFJ7PUK64ODmze+JBgIATuRBDsdybIx2qF1s43LVa08KMMYyOKLh/YGFyXMHxqc0NMZGXtpXL3BArDVAs1apMSsL0pIqN7e7j+5NjCoolNzJnW5YIUgleYEaID58x6CqF71MAAgilIITC8whsp84WLle8SxdGLszqEARgdWMwjEmjISaKfB8olfg+UKn6mM9puH9ownEYVhZ5uqyxYEqWSde0O8DABkjmtZbgyRLBTFbDapCYU1WKkYyMWEyAJBA4Lt9fj04smB2IAqPDMjyPNY3WcxNIa+PARlGvIsFGNjbnXvM/S2UPgkDgeQzFsoeT04c3mYDA5BXJwO9359cVFsPV0SQxg6Jc8SDLAioVr1Y6FypcwLEdVntPK1V/ILOUm7wxPDhsZpNnUtygP+iQKNVUgpjuQ5b475UxAWbAa7Y7+GGphIjclIqNCGWgod59PY43bkdfrJwYlZFJ8/SoKBJMTahY36wgHhOQCdAkosBN5kZDbBDN5TRIYjRTv5tqZn+Qdm80+ykFNIXWCux8BpRKLu4fmn3PBVEVpke7mfpzOQ3Hp1bfn5eMB9x+XYBAQra0h+NTC5omYHZaw/p2dSDmtiwRzM/0L6cEePfA8JDMTf0eOBaggYOt80kMx/FxXuTHgV7p2LmcBkkiuLfefwWFYxyicZFrjwGwvKCjVHaRP3cwlOIJZkPn0zgC5eersgnkz314PX6V2UkVpYrbtngniXzhIEqRZhSFyX5NE5BMiNDD6yo/uA48tZtKF6MoEzDKdzuEBkKF6fA7q4Mv4hDCJ3lCdEYjRmNiVIl0b/C01Zpm7mY2M8aaygG7mc2vvPIKnn/++cd6T8EY62o2M8Ygy3Kb2ayq6mM3mz/5yU/iIx/5CH7iJ37isf6cK11pQF0Zyle60pM2lG3bxuuvv44f/MEffGI/8/z8HDs7OygWi5HQBY9LW1tbEEUR09PTD/1cbPUmsPHqpR+//sIWtv6velPuzK/8FBZ/5tmu39+rkC/U7S/cgfnad5H7P/6Hjv9+asXwVxvZ2t9t08b9Q36hnEpwLiQADKUEmA6/MJmfJhjJ9B+/0kQLU7FC138/LSvYK8RQqMqYSrr48ffxC7t8Po+dnR2YpolsNovx8fHI416dSvZs20a1WkW5XEalUkG5XIZpmiCEQFVVGIYBXddrfz7u/XB1o4zPf/EIf/XiaS0VMjWu4KzQPBKZiIsYGZKhaxTMBy7KLg6PrI7JmXettBdQLcxqEMXoLFtZIojHROg6L/+RRAJBpDU2oOPyBF65ws2W2ayGctXH9m61htJIJ7lxYjsM+QsHR8ftI/SturESw1tdyrNUhRtyJ2cODo4ejtnZxml1OJKApwkNlMouXI//HiSRgrSk1R4mLTw2wm/gWse5n73WOT0YjwkYzsiQJQbHsWDbDJYjIF/wut5czmb5mOq9jWip6ukJFYWL/kZ7qBov1/WbirhiBkUiBo7QYB5cj6BSJTgvIlLRYqPCIq6zc+ehGK3d0AqKQmuLNwDfPtvkaeFimRvg/QyVKAoXcTrxkSWJYC6n9TVWEnG+D3CEBjfqC+cOAAbPAzRFQDwuYH2rAlXhrzXkgAsC54ISQsB8Bs/nBrjtNKAVIhQJLs5xBnMj2qYTQqK9yJLh/IKXgvXaB0I8TqncjGvopk5mv1BLljaXztmB2e95DNOTKh4cWhgbUXBwZCKZaEeT9NvWXopi8sZjAlJJqWnxop8SMVIr3RQogyxTnBYITvNs4IWaXvz2UHM5rVY42njcFkWCpbkeLO0OGJVOJXYh97dq1vnnlAKG1src5fswX8JB07RGrQizi9kviXXWbJjUb0yodyzcs3ycFx0cRyzcixkU8zkDm7uVvmzz8VEFrusPbEAOZyRMjCo4POGLjqpCQdDwe43AwaYEuNGDI56dUmFowkNNZjT+rEw6/L0KwbZ6AGFwHWB9gPLGUO+6xkt4e71OnhY2cJp3m64RRIFgZVHHW3fb91lCOELD0BgkCaCUwHUpylVuNjPGe0NigTGrqQRLcwa2O0zidDrXCJTAdS04jg1ZliGKMjwPPZP9vKyTF1KaVv0Fh9M4qYQINZxysrsjigDeSzCX09oWEybGZKSTMu6s9f6ddpNAAcPgx19VFYJkP1/EAfhC+lBagigSJOIixoZ5unlqQsHoiAKBvn0mA7upk9ncqRwQqE873rx5E88///xTSwqHZnMjQqNSqcA0TTDGoChKR7P5URjgH//4x/GJT3wCzz///CN4JVe60iPTlaF8pSu5rguv1/L5IxZjDC+99BI++MEPPtaf43keHjx4gL29Paiqimw2i0wm81STovfv34dlWZibm3vo52LrrwJrNy/9+N2XDnHvf/2T2t9nfvUfYvGn39X1+31RRg1S2O053zjGg3/3J1j49/+mfXsZ8OXNBRQtjs0gYNjdr9SYvOkEkL/g/x83CHzwcS5JBN73TH/shUg+Ske+AAAgAElEQVQ8zCZPmr7m+cDmoYLjSgw2qxchUnj4kYUN7O/vwzAM5HI5pFKpns9ffx31dMEgWAvf92GaZpPRHDY0C4JQSzOHZvPDrPa7ro+vfyuPP3vhsCuiYmlOx/p277QuAUM6JWJkSIEiC3BcbjKdnNmYyerY3a/WMAfHpxYScal2oy5JfCSdgL8PjuPDsn1UqnzssvEmppuScQEzWR07+9VI4/qyRDA2oiARFyEE6evTM7ttZLfVpBodkjE2KmN9q4pKtf+x8DJp4URchCBwBAGl/CZMUSjAAkbneWee6CBamtNBeqSqSTCSHrUMiFJgOCPXCqEABgKebI06Ityo7KSKs0K9/K6TwpTt4fFgKAVKOULD0AFRqCM0SmWCYsumphIictPt5ZCNo+mqyk3h2mg6QQ2XEQWtMDYiY3RIxr0AnTGX0/Dg0IRpsbbfKy/a6s6U7abZaY5K6cdHFkWChVk+jj+oVhYNnpwCN8h9n11qW7tumwCsLMZQaBjfb1UrQqKbOheYeTg/tzA9pcOyuFEYmhLNn9X20rlBJiDSSTFI6jcnO68tGljbKrex51u3NcpxYGJURiYTLdkJcPzLyJCI7b3on6NGk3d8REal6qJY9pEKeM2CwH+u4xKUKsBFjyDyM8sx3F0rNRnn3OTVYVoMW7vdTT9KgGcGOFaFEgSC8REZUxMqZ2MLgOsChQuOCxiUVd5Nhk6xMKtje68zfudd1/jCZa9bSUEgGM5w7FO4D1QaPluZlISpCaXN9Ou/bQyGRnF02n8fmRpXkEzw8sZeC4M1DnaXbW1UKxt4fkYDpaSGAOmmTmapKJCAjx1ywBs/q9wsrVRdLM3V2cKt2xoeB/IFt2/Z3+Kcjv0HZtt+Ei4cPDjqnRaOeqwKJVAgEQd0lUFVGESRQhQFMAhwHMBnFI6DSzPPWxUuHFxmwitEFCXinIWOoCDyrOAgf+7UUt7ZCRWGwc9LjPHrstAYbl2YC/nurtuMfClXvJ77/NKcDs9jtXLWqXEFll1fSJFEgrHRwGAeb042jwzJT31iMIpazeZSqYTt7W0QQrCystL0vY2pZuDJlAN2EmMMtm23pZobzeZWhMYgZvPP/uzP4tOf/jRmZmYe8yu50pUG0pWhfKUreZ4Hd5CmrUegF1988bEZyqVSCbu7uzg7O8P4+Dimp6ehKEr/Bz4BHR8fI5/PY3l5+aGfi22+Adz720s//vDNAt78539U+/vsr30UCx99pvPPAsBEBehz0i+cOrj1z34HS1/8DKjSzFvOl2V8dWeh9vdG3AUApBME+SChLImArNSTuz94g4D2TQ0zzCePQAlguwRbxxre2FRgOnw0dWy0eXsWY5v4O+8Zhiz35kLXnv0xluyFq/2tqWbGWMdUc7dtPs3b+IsvH+Mvv3IcqSX9XdcGv2EHgIlxGRMjKmzbhyRT+EHBzkWJl1ddtmwtVG5KRSzGmcKPIsEZsgINXQBjnHsZj4momh50TcDpmQNZppClR8sWDhORVdNvMk+yUypOTtvNjVYkgesxXJT4eG839rMic7Zp1FQ1JbzYJyoLGwDihoDZXDOvutO2RkESzEyrODppf+3DQzImRuWOKdtB1Wj2SxIgiby4DHDheWHSkMJyCEyTF5lVTP+hi9IAntQXaOfR+rmchoMjs+fvp6m8SuIlS6Wyh+NgfyEk2KcsntaPKkEApscptvf7/25D/vnJWW9mp6pQDA/JiAeoB89jKFV4+rbfexgzKOZndOzsm5EWiwY1agCeXpscV7C9ZyI7qeD8wgtKwSjcYFtPz3ovcPTT1LiCZFLCvR5M3sU5vvjWi5PaqOYCMwpGGBSJ4s5aaWB8gigCM1MK1re7HxsIgJUlA9VqPckbamRIBgHayrtCyRIvB1Qbec02xUWZoVIFFmZU7D6wwHyGlcXYwMWKUZLOobjJa2Bnr9qR66rIlBtiMRFSiP2p8GK4qHimbmV+nbSyYGBzp9K3/LRVE2Oc650/dxA3OLM73NbTMycSOkhTaW07OylEgEQtkOslRaYYzkiIx+rbqmkU5bILVRVRrviQRARFgo+uIFIUOBJikH1KlglGMnKwrbT2ez0r2LgIsF+T4wosy8dp3oGmUizN6R3Twt00aGFdKikiN6nh3ma5uSBSBJJxBEYzAFDYDsV50RuYhT42KmM4LePOWu+Fg15qLsOsI18IIaAE0DR+Dgjfw2rVx+HJo8F1hFpeMGBZ7ccpgE/ZDaWlruXMoRSZYmKMFwJOT6qYHK+bzUPpaPcDT1LFYhEbGxvwPA9zc3NIp9OXSja/Hcxmy7I6ms0AoKpqzWR2HL7P5HK5pu39kR/5EXz961+PXEh4pSs9IV0Zyle60tMylD/wgQ88slXi1iK1bDaLkZGRt90qdKFQwP7+Pm7cuPHQz8W23wLuvHTpx+e3K/jOf/nvan+f/fg/wsI/7FyUyAjhhnIfWVTFd37hv8fMp/9nKHN1tAX1HLyyNYQte6r2Nc+xsXu/fqGZjBOcF+uH1kRcqiWbZid5UV8/jah5bB4q2DnV4PkEplkf8xsdkaA0lHskZBs/86H+h/JOWIsntV8xxjqmmh3HgSAINZN5/5DiK39TxbduFgdm1N1Y0fHW3Wh3J0tzOggF1jYqXQ1VSoBUkifvNI3jHjy/XmSXLzgdT6AC5TcLlQ6mRqsUmUDTeIJJCYxgQQQEGqSEAyZrI5fVdX3YNr/gHh2WcXRqYyQjo1j2oKs8gmpaHvLnLk4fsmwvbgiYm9Gxd9/sauzP5TTsH5iRWaDppIhMWg62lSe+dV3A6nolMps4FCXA5BjD3kHv/XhqXEEqKWF1o71Ep5dSSRGZVCOSwMf5RX3EuzGtO5fTIMvtqBRRBGKGCE3lSBReOlc3JcAYXJ/BdRpG0yvtZn8rOkMQCJbmddwJEtbxGEdoSCIDgwfHIaiaBIULRDY3wpTt+UXnAspGzWY1HB73NpU7SVMpri1xXIMi0wCvE/5eo+ETws9Yt3R5KiEiO6VhK8JofT+FN/e6JoAGyJeLCxe+72F0WKsltwdRVHMxO6UiZjSXXAoCwcqC3nEhpQ1PY/s4D5iy3S6NOuE5emk2q+HoxIq8WEIITzeXKx529s3aa2/cVkoBx2G4KLo47sGU7fbaJZHvt0d9ihVTCRGGLnRNkHeTrhEMpRl0lSNQHI/CNDnaKqrZBrQnXlsVmrxrm5VLJ5BjBudgG7oYpJoZisE+YNmsznkesMxvNqvhJG+jFOHzNJvVoMjc5O117InpAoYyEnSNwnVtVKs2HE/E+QVrWnjshGFYXtDhOKyv6Qbw86yhh8dgPnXE08L83xlDwAHn00fVqg/T8jCX03BWcKHIFNWqB0WhiBkiRIHAcX2UKl7HBdWoUmS+4LX/wIq0cB5FukYxlJaQScuQJQoqAMz3kS942D8wB17knM1qOM23F3Y26mHSworMMRqqwgI2Ow1Y6D6qDaegWinhGj+/9kyBEwKGBrPfYTBNr1Zc282Inp/RQAjB+lal9trzBbvWy9FUZilReG6wmJePjsC6tsjPff3Or6JAcG3JGDgoIQpB8WHBga4KmJpQMDmuBggNtZbkf5K6uLjAxsYGfN/H/Px85CnK8F6l1Wh+u5vNpmnWTOZvfvOb+IM/+AMcHx9DEARMTk5ibm4ON2/exKc+9SksLy9jbGxs4Huxb3zjG/jCF74Ax3HwsY99DO9973ub/v1P//RPcevWLRQKBXziE59ALpd7lC/zSt+7ujKUr3Ql3/drq4FPSi+//DKee+65h26prVQq2Nvbw9HR0cBFak9D5XIZq6urbSexy4jt3gFu/c2lH186cfDyr/2ftb/P/fo/wvxPdTGUIxTyAYCtxPHd/+ZfYfiXfw6xDz5X+3qssIevndzAjjMZPiMODipNRVBxA02j6UMZEabFj9GiADx/QwDrg73Y3PdQqtaTzG7A4QV4emI40/AamI9//EN2wGNreb3BxVdjgcaTNJKjqFyx8aWvHeAvv3oGN2hF54Uw4OaoSXFW8PveuBMA87My1rc6GwqaSrE4p+PoZLBkWTdJEsHEmIJ0sp4QEghACEXV4jcgzOcmdDgGadt+LclkWpcrXhsZkjE+KjeNpEsSwcyUhrWtZlNIDsr2EvGGdFiEArupicCA7dBi3kmLczq2ditdTatOmp+pj6T7PscZjAwFxYBBWrxUCba1h9EsCgTzs+1sXQJgacGA57HaDeLDSNcodF0MuLuUF5cJBKIIMJ+XrZkWNxlMy4dp+ihV3IFLt1rFC8s6ozNaTeVOEiiQSlIYGiBQH57vw3YoimXU0mExg2Iux1O2UdNrwGCmcshH7mWWtSI0fJ/homghX3BQqpC277222JxQDxcO7m1EMzYo5UV0uiZAU2lg9jdwaBnH3LiuXzP7MympNnrOwFNiam103ke+4ESeqnjrTmdzcXleh+uxJuZ203YT4PoKf3wUhZzWdFLiTFkCEMqN/Dur5YFvBKYnVZxfOD1NpnDi4PDYxnFLKvjGSgy3VzvzSAkBYjpDKikiEVdBKYFp+shf8AUyEP67++7tEmIxAfM5vQ350kuGLmB0SMZmxFR8mA7vlOTlTFkCQ+e8ZoDB9SgqVW42d7r9ur5sYHW93DT9MjGmIJOSBjZ5gea0parwyZRGszRciIzpAqqWB10VYFr+pTjY/bjGg5i8/dS0mEcJLMtDXKcwbR+CQFGp+rUyzG7Il7DgdJDpIFkmWJ7nhYGNJZ6jwzzx2WnBIpkQMZSSoDUuOvUo3ONTDTz13ekzREhwXNIptGARUhJ5aWL4WjvxsRvLXMPFifC8OJtTcXet0rZA5rgMxaKL41O767l+ZEiGKAAPWqY8JkZlpFNyX8xILzXzhfliKyE+eHWxXztngVEIAk82n+Z9XJTay1wvq6V5vt92QtcMpfkxs98iVMzg7P5wgSxcyDk54ws515cM5M9dPDgcbDHr2et8+q7faw2LD6MsTsQNAZOBuVw3mvmfhh6tdyWKzs/PsbGxAQCYn59/pMXx70Sz2bIsrK6u4vbt2/i93/s9/NiP/RhWV1dxeHgISZIwPz+PpaWlpv+Gh4fb7tfK5TJ+9Ed/FN/85jfheR4+8pGP4Ktf/Wrt3/f29vDLv/zL+NKXvoTDw0N8/OMfx+c+97kn/XKv9M7UlaF8pSs9DUP51VdfxcrKyqXMX8YYjo+Psbu7C8/zkM1mMTY29tROdoPoURYSsv17wJtfv/y2VD184z/7V7W/z/3Tn8b8P7jW8Xt9QQRof/Pf1FJY/dTnoF5fQOZn/j4AQLQrSJ5t4oXSB7EdGMqS4GN1o/kiVFOAasM14+iwiHK1foz+u+9lsP3epvb+kY+zi/p+wBhDpYFnOTEmNbVCr4xU8aF3NX//48JaPCodHFn48y8d4YtfO266qepUNsfLiwgMnUGgPtyAe1m4ABrPf7JEMDmmYKshGTw+ImNkWI6U+jJ0nkDSVQGyEpTMNdzA2TZD1eI3bqWSB9djmJlWYegi7m2UkYyL8HyOzRgb4YkagXI+3/GZHWkkvpsWZnWIArDaJVWtqhTjw3LTa++lsMBO1wUIQfpWEAgcx8fq5uCGwMqigdWNfgxcXh53XnSxF6FMLFTMEJCIAaLgQJYlUCqhWGa15KUkEeSmNaxvVnqyi0WB36hrjeU4Eg0WAuoGouP6QTlZnYPY+LoScQGz0wET+8LF4pyO7d0KHJc//3BGgqELEEXSkLzsfsPeSfWCut48bFEgWJzTcOcSXOHpcRGGwQDGDVNuUFAUikDUUyk3la2un62w9LAfH7mfaviEeB1NUq54SMREmLYPTaE4LThQ5SCBKIbmSxe2ZdXrO+ofqjVlG2p6UsX5efvofhOSQKJwXYZygKVoXMh5ZsXA7XuczxmmbKMiX0iDsRpVusZ5ufsPLFRNDxNjCvbumw2LTrQBSWD3nBgYH1Vg2V4bdzYZFzAzrWFjp9pzIagbk7mXpGCBbHxEhigSWDZfgDzL11OEUaTIFLlpXuTVTVMTCpLx/kzebhIEIBUn0NQ6r5mz0Lm5f3DkYGJMhSxRrG1V+IJVj7SlH/D7exWUddLKggHb8Wsmb6eiwM7M7s6LI+mkCF2rp7wpBa4vxpC/iFYISinfD2XJhygwGLoMTZNr3H5eJth8DHZdH1MTvCByfFSp9RyECzlVi3cinJ51nhqKopAlvbVrdl2cSMRFZJJi5HNsU+GewtPCiizA8zmWqIllHxyXKlWepL2sWTo2ImE4o+DuejOfvF/RYGPpYjg9xCdy+IKDqgqYGFWwtlXB9KSKmF5nCwOd+cKiSEEogee5qFbNgAUuw/Vo32PwwqwGoJ4WXlnQA+xKsOhk8HJAWWIQKIXHKCpBOWDUKp1rCzrKVb9vsamqUsxMa7i7NljfgkCB68t84kcUeTEqCaayLopez2mMRi3N6bh/aHZEGikywcqCwZFLAywGd1MqKXJzeVzF9KSK7KSCqQkF46MqVCWa2VwoFLCxsQFKKebn55FIJB56uwZRq8nciNVoFGMMlNInbjabpomf/MmfxCuvvFL7mmVZ2NzcxOrqatN/p6enmJubazKEP/vZz+Iv/uIv8JnPfAYA8OM//uP4rd/6LXzoQx8CAPzO7/wOyuUyfvu3fxsAcP36dXz5y1/G9PT0Y39tV3rHq6tJ8HCxyStd6R2kp2GWybIM27YHMpQty8Le3h4ODg6QTqexvLyMeDz+GLfy0UuSpEdn3tOHWxGXVAoiCGDBVSTp1Yjcp4wvFKMC5JkpOPePgi8wGBcP+FM03LLYdvsFXOsFYuvWXJR8qH12F0VufhQhnIcbGjLFkod0qv5a7j2g+OCNziV7b7cFiu+8cY7Pv3CEl28WOhqjb90t4d3PxPHGrXpLEmPAWYHhrAAA9dcjSwSZNIWm+GDMh2kzlMom0gl+YSxJAgoXPkolD7lpFVJQoMJYYBA7rGYYlkq8mKxc6Z9eFgVgeSGGUtltwlqc5h1kJ1WYpofd/fablHiMp+P0kIFccnFw3J0rHKalzvJO35StafLk2NS4Emmku1jyUCxVEdN5Wuo07+DkzIEgEIyNyE1FQJWqh7O80/OG5e5aGc8sx3D7XnvqMpUUkZvSsL1bbVssiKJS2UOpDPD33oOm+jB0EROjKtIpns4TKDCUjHOEgstv5GOGEJTO+bVynPOiN5D51KjGBOwbt+v759pmBUvz/Ia3XPGaysxChU3u6ZQELWydt3zkW4yQ2awGVeHJ7SjMRtdjWNusYmXBwN31aDe8S/M6wOqYg1RChKJKOGxIoCXjFHEDkCR+PHFcgkqV4LzYjNDY2q22mcqhAdvK3O4lAkDXudEkCQyaLkPX5OYiq6Ag0jQ9uK6P4QxHvowOKShcOEgnJf7+Oz6OT+3IyctuChcnHhxaHfEae/dNTI4poBRN+5Rl+9h/YGEf7Z/DVizF+38gAdvl6bhBxpsZA757u9RWzNlJYcp2bbPSZCjtPTAxM61hdbOC+x2ScyGSoBGfcFF0cXxm4+DIwnBGwugQfw/GR2QMZ2Tc3ShHYkTfWStjLqdg7340UwUAJkYVGLqA128V2xYndI0v5DQiCYplD6dn7Sx0y/axuV3F9WVu6DdqYVYDJZwdvv9gsDShKAR4Gy3A2zSw7AGOZTMMD5rMIE4QgJlwbB/T4xSWzXBedHB08vDXVQLlfPl8wW07Jrguw921Mp69FsN3g/3N81hXXEgzq5fUEvtLcyp0TeQTN5aHhCEgsxILrr9Y0zm2XlDmwrRYAx6AAKcOgM6v2dA5n3x7z6zttydnDlYWA6Zzy/SH1DCRowTbys9d3RccOPeXM5r7fY4uii5My8O1RT3SAp7P+PZSSqAqMm7dq09ONBbD1VEcJFiQHvyg1YiEODxu/336wfGiW+KVMX790pjKDiUI3AxNp0Q892wCgsgncpYX+MRXuezBdhjsgos8+n2Ye19fLS/osG2G9a3m88bd9QqykypKFRf5gotiCSiWAmwUf4UAwlJbQFP5lBulBK5LUQ7MZgC4vmSgcO7iznq0RVjT9LG6Xo7MvxeD4sODI6vnMb12TZDk+0CriR+eu1Y3KxgbkREzUJuuC89NW7vVvttUK1/WRagq7YsHOTmzsbNfhfAqQXZKw9pmGUvzOu4fWLUk89SEUvv/iTEFskSRz+exsbEBURSxtLT01O5re93zhGZzK7s5lBfcRz5Os/n4+BjDw8NNX1MUBdeuXcO1a+1hqFaU582bNzE6Olr7+/j4OG7fvl0zlG/evIkPf/jDtX8fHR3FnTt3rgzlKz2UrgzlK13pMSo0lPuJMYZ8Po+dnR1Uq1VMT0/j/e9//0OjMp6WHql5/5CGMiEE0lAS9tEZ/3uXk36Q0430nIwIUGamcX7rawAApVqA6JrBM9SvxI9P2y+eW4vcfMaafu7aLsGzK6wn9kLpEGCWJFrDXpQrPpIJFnBYAV+QkS+WEQ/6Hd5uaeSq6eHLf32CP3vhqCnh101v3CrimeX+hWu2w3BwFP7CCQydYjanolJxQeDDcVzENA+uZ+HigqBaJTgvRWfKtiqd5GzW7b0qbt3rfBG/e9/E8rzescwsNHEbRQgfKc2kuIHruAzViodEQsTG1mAmU6niQRRJzeTppbAwaXWj0mSOeh7D4XFnLIiu1RmCokh50qbk4viEp29v3Ss1FSTmplTEDBH31stNCwRAB9yARCGKFAIFHNeBZVnwfYAKMnyfwrT8GgOxajJUTW5EyLIGy2I8Hd3w+1YVipEhGYmYiKE04SOoEcr2WtWKzuhm1q9uVLCyYGBts9zRxOx1w64qBDeuxSEKBNWqB89nyE2qfdEkoVyPYX270tNUDgvqTvNOWzKzcOEiRUSMjco1U/m86P//7L1pkCTnfeb3vG/emXV0VXf1fZ9zYAiQBASB0kqkvNyQI/zJVMQuTcm7CmrlcIStCFthhwmQVuxa9np5yP5g7QdFrBnr1Spsy/KaEg+AEAGSIgFRBHeFazDTM9Nz9PR91J1VldfrD29mnZlVWd0DgiT6iUAEgJqprKzKyqx83uf/e1BsfmStc6oocISGrgEC4ePItVoN46Oc1zw1Ifsj/zZURcDGitEqiPTfBydI5TXNfge1mscXdAAABDgNN5qSCQGLcxoePLSxvctf4O5+A1c3eos5BYFgfKw7eeniJG/3nRbIjkicZXuvOjABvHvQwOS4DCqQnrRumIJzwMS4jFxWxr97s4zFeR2VqouxrI+lUFvJy3wh/JgJ9Mb13gW4QHNTKpJJATfvmKHPYVkMd7drkQZZxXRRiVgcyY5IGElJGBuVsDivoVC0cXhsDYUXuPuggbkpCadFt2+h4PqKDseJRoAA3Dh8sBNhGqZEZDPtLHSGYsnGra0qR4/crDTZpnfu1aAqPLGrqQIUf1JFEAkEP0HLfIyEZXu+WcrPSw3LQ6Hk+JMznRJF4NJKApWqi9t3+WcxOa7Atj3/s+Hvm6ETpPyFHEIYPI+i1iAoFNnAktgAj7O73+jgDXfLY8CbNyqxDDLLYv45j5/3AszI3QcNMM/2FxwECIJ/ji05TV7zWZVJi5idVnsWQALdvF3lbN+uFL1tM+wdNEKxArpGMRrwbwUCz+P4sM2YCyCBLIth844Zi4PeNHnvVHvMesdl2D8MLwvtLLPsX7q4NKdBkjivOmwBq1tvvlPB+oqOBw9rkQvZ3Vpe0OA4DD/8294DO8BqJX2sFvOAUsXiJaExB50I+AJIuer2oKvatb1bbx4bURNOnscn1wql9t+/HigFlucFVE0XxWIFkggszlE4NkG5yjp6T0KflwFvvFPB1Y0Ebt6uhH4XZT8t/HC3Hut32yATv/3aBQCu6yGbptB1CRX/fDM3rUGg7RNWnPPe3cdQMT1UYoQlAD5lsjSnY3Orijf934ZvXOfHza27Vbzeda0hhJv4uSzB8uIIluYTaHguZibrmBxXQnF875UCU1gIKUc/q9k8rNF8fHyMXC4X+893+wTFYrGDiSxJEg4PDzsez2QykY9f6EJn0U+nW3WhC51B74WBJklSX0PZtm3s7Oxgd3cXyWQSS0tLSKVSP1Fm33uucxrKACCPjjQNZUS+t6TPY53yqAB5cQb27gGI50KvtC7GgaEsCR7MWuePUFkCrK7fht032NUGRaHkIZ2K3m81pKC5/UcZYzy1mUryUzwhBN9/m+A/fOq9+R5E6eFuDd/63im+8vx+7NKSQLe2TMxMCtjZH5wmnZlUkBmRcGvLxNs3+A3J9ISCUtVBpQK0G2KU8vSloTEIogeez6CwbY7RKFd6bywW51RoGi+OCzNuurW5ZXYYq/3EGHB0wjmjK4saRJFy032X82SnpxQocssMO83byPcxwwolhxtTI2KPwUXA06ke46navYPhWNJmzetZEFAVglRCxNgov1knFHjmyRQICOoWQ6PhYnVJDx3r5ebaoM+39zVKIrC+mkChaPckmQLVG9GjrCPpFvMyKNsrFDmWIlgEUBWeADo8trAZM/l7804Vl1aNJhd6kAKW5sPdOn70Or9Z/8CVRIcZ1JFoFfhrLZW5id9+U+s43FReX9E7bsqDdPjdB2bf47FQdDCSFjGRk/syxh0XOD5t3znOdNd1EYVyA8WSA0VmUCQPtsVQLnOExnn7cqfGZYxmZWze6TV5GeOTDe2pS6B/8lJVKXLNgiWOJnFdBlWheHuzitPC4O95oP1DC7lRGWNZaWCqfGm+xQ4PzPvNO1WsLnGEStjf70iJysRHaLjNMqg3rpc7DK61ZR2eBz7VsNf/tTsOw627tVgLeO2ayMkway7++kfFjv8vitxg4ix0AsaAqhmdEt3eszEzpUAUnI7Hg4LIfMHuazJFqbu0SxAIPI9BoASqQqGMyZjIydBUAT/3wRQsi3/2qkJxnLd8k+f8aWFdo1hd1PFgt463uqYz9g8byI5ImJqQm8PgmVYAACAASURBVOfiqsl8tnl7+pL5pg2BoTGIIgPA/OQlT4vOTqt4sGMNhUB5450Krl5K4PrNwYzW7IiEmSmFL0C2XQPDFhwAbgonEwQEFgRBAKUyylWv79TARI4vstwI+Y536952DRM5Gaoq9DC6w2TWPJg7dcwGiyy3W+fodq6wQPlCdb+CyPa0b9jrHNbk7Va94eHhXr2LLyxgekKBpvmoJj9dmi/ZKJddqAqJbRBv3uHYiqqf9o3SpTUD1arbFw1j2YxPN4SY+N0ldo5fYnfqL5RSytPCJ3knsmC1W/miA7PmxU6JByihvYMG7twPvs+t71WwkCNJQNovB+T+HYVl84Ltqtl6X9++WcHSvIbj01ZRoabyhZz72/VY379WUS/nnssSx4MEi66en+63bV4CfVqwQQgwNaFi634DywsSSmX++18UAJcBddPFadGOtagZpcCsv3mncwIr0OYdE5PjCpIJryMFzxiQLwL5IsPm3TyAfPMxQSCYHJebGI2nnkjjySceHUv5USrKbO7GZwTojMBsdrsYK+3M5jCz+fj4uCehPIyy2Szq9dZvW9M0O/jUgx6/0IXOogtD+ULvKxFCQqH875ZkWe44cQcqFot48OAByuUypqen8dRTT0GSfrzNuu+2CCHwPO/8Y0CPYIxIyrYYXZFUi5i4C8BHXsxMwj4+hVo+BPVaP9ICQ9mxe2+kRKHXUG5YHkiXab57aPc1lCWJgBAGxlrmcBj2IpkQmgbyTkECIednqJ1Xnsfwg39fxJ8/f4B/92aJ80ElgtlpFemkCIES1Oq8bK2fMWo7DIWSh1xWwlGIyUII5/Zaloet+7We5OjuQQNz0yo8t3OElCdYvDb+cvvNBb8BSSYAXWU+/1JAuWrj8LgxVGHSWzcquHY52Ux4REmWCdaXDJx2m6MMkWaYplKMjcpIGqLP6eXm7OFJA5bFcHxqY2pCQSLBUKm4zULCgyMLmyE3h7wIS4DWVQLEuZbBSGRn4VHNLwGqNxjqDRt128PyvI6Hu3WcFuxmalKWSTMpbGgSHE9EpeLg+NQaerSXjydruPewFruQrFuUwm9n5wxsRaYQJYrxMRlT4zJUmcL2AM9P0Rq6gGRCiGF8c924XcXldYOXnUUcLpM5GWOjco85AwSJ0xbGICzVHuxHblRGJt2Zvs0XbKwv66jVPKRSPB0XZxEEiG8qB1qc06CqFJt3WniOYjPE1vpucTOMImEAouDBc100bMCsU39sOVorizoEysd+u0uh2sX81GWc5CDAx5iDBYeNVQO27TUTsOlUy2DihWAeimUbx8fRZtjRiYXRjBQ6HUAp30a16kYWlt2+a2J5QcPeQW/JYXdKtF3BggMAPPPhNCw/pXl0Et/Icl2GG7eqAxfBZJlgY9nA/pEVaQA5DsP+YSOUA60qwFhWQSop9WApkgkJYxKFWXOxuqhje7eOt29WeCI+1cJISBKFJMKfzvFRKG6r9LRW5wVlZs1Fper5C5md14+kIWBpXsPdB7Xm97r7uOngYIstZndg4g9SUIp2+67ZNwF7WrCRMAQszqp92byMAYUS67hujWVFTOYE3N+xcHjcQCbNMJbxAEZg2QTlKlAZ4Lm9faOCjRUfIRHCeG8vDIxTNhkoX3SQLwav1QPA941SXnCXHeFdBY7HYFseFFXAG9fLQxXmHhxZSCdFzM8oeLDT/3hfXtAgCISbo12LLKWyE8pNbkcSqCoFgb/4WOJ4qDffqeDyGp9KsR2+kOM6DFtd3/EwvrDgG4iDGO+lsouSv9BCwM8jp3kX27t1yDLh19w9/t62FxlSQtCw3Ca/vztR+3C33pzECP4+4JedrvGFnH5lr1GSJcDweyg4xoNC8JFFggCkEiISuoCEIeA074CBJ3EzaRGlCkc9DEq3NywPN++YfXE/iswncrZjpoVtGzjOA2Fms6rw34SqzHsmmFfH+Ci/nuWyGl8EqnIm/dy02rzVYIyfDy3bL2OutU0yFJ1YnRq8r0HD5l0TR9eDtHAZj13ieLHu61FHul0icF00z1tRv2GyIxJmJpVYCzn7hw3oGsH0BLB7MPDlw3VZEx30S89k8cFrP16e8qNQ+8Rnt9ncnWbu5ja3p5oDg/nw8BDZbPbMr+fxxx/Hiy++2Pzvhw8f4kMf+lDH47u7u83/3tnZ6Xj8Qhc6iy5K+S70vpJt2x0jKu+2jo+PcXJygo2NDbiui729PTx8+BCqqmJubg7ZbPYnKjH6KPXaa6/h2rVrUBTlXM/D8vvA33z1XM/x1pf/PQ6++lcAgNXf/QdY+PhKz5/xqAgI8dbYStkF2EoSd//R72L5dz+FbK61jy9Vn8JtawH50xqK5c5jLWkA5a7f4IQAut65mMAYwwcv8/KdKG3eZ2jYnceObfOimkDZjNhsZWaM4WOXTCxMvDfHW7ni4PmXj/DVF49iN1knDAHjYzIMTYBl2ygUGzgtdhaCTY7LqFSc5uh/0hCwtKBjZ6/edxQ80OKchv3Deuz0DjcCONai+yYzafAbC0nkyJJ6neCkwCJLYAjhCZyw5F9Qunb3fi0y5TWsVIVgckJBJs0NG0minI3nMliWC8ZIM/nSsB5NCdD0hIJshnOFu5mWg8w9Q+fvaSopQ1Fknx9o4+jE7kj4zs8oPjrDbJr6ssy5jt036QLlBjhrS/kE+8pxGeHXh6V5DYpMI9PFAU82YYgQBM7pLZWiU2xXNgy8c7Pa8SNrbUkHCDcPB73fcY3RdhEA66sGXNdDo8GQSLQK7IbBfWTSImSZhpo7lPKiL7PmdvDDzypJJBhJE+gqA6UMruuh3qBIGARVk+LgePjvRpz3LkCAHJ2E413CJAgEY1mpgy9eq7k4LbSmBrIjEiSZ4ODQ6mAwx+FhA/x8dXTS6IuAaFdCp1haMLDtF0QG6igEa0NoDCovC8MgBCWUWw/MvkV7/aQqBIbOU3myTCBLnRgJRebxPIGSpkF8krewt984Fwe7XeOjMsZzcui5CuCFsO/cqgycLkgYvNDU0AVQGizoceNuNCshOyLj5u3qUAuQcYoCA81NqUh0pWyjpCoEqSSgysxHaBBYFkGhzNBoO+wX5zQcnzaaZvniXOt82O9cpan8c1UVCgIHjNlQFBmapvihAx9xY3sdC5GWzbCyqIMAuHPfxLVLCdy4U+UM5IQISeJ/N05BpKpQzM2Ev3fryzosm8VmufdTa18F6Br10U8EogAAxF/UYChVbDQaDGbdhenv63nUnuTtXqihfjlnv0ULSoDRrIyRFP+cQPiCWr7kwDQdzE6p2HpgNrm/x6c2NJXC0FslkbJEIAik2UHhuQxm3YJpWnA9CtuhMGtekxEdpsDkfbhb7xsmyKRFZEY6ETWlko3j015j/OpGAjdutYxVXeOL5+2LRYPU/Fyj9tVrGcP1hgsGhkySYvfAwmiGoGp6UGSOoGOMolbnoYXucMkwCtLCm3dMNKzwL/nygoaj4/7fjXZ1cuYBlzHofmFuacheCUr5ez/oOjs7reI/+Y+n8LFfGIXQr9/mZ1DdZrPnefja176G3/u938MnP/lJ/P7v//6ZnrdareKjH/0ofvCDH8C2bXzsYx/Dyy+/jO9+97v4+Mc/jvv37+O3f/u38cILL2Bvbw+f/vSn8fWvf/1R7tqFfnYV+SW9MJQv9L7Sj9tQLpVKuH37NjRNw+npKSYnJzEzMwNVVX9sr+G90uuvv46VlRUkEolzPQ8rHgF//ZVzPcfmv93E9h8/DwBY+28+ifn/YLnnz3iCHDsNXRhdhivruPvs/4rsx57E8rUWj+rl6pO46y7gdsjNSzpJQllsmbSE7v6+hQkXkxPRZvy9XQ9ls/P1eh5DrdY2FiwSTE20+Bgqavj7v/TjPa1v3TfxlecP8NL3T5uM5/OIEI56yGYkKDLn9CoywUneQiop49ZWdegbtJVFHQ8emn3Ln5aCtOWWCXcII4BSIJOmMHQGSlw4DkHFJE2OpigSzE0ruPuAm28rCxpEiXLmb8jb1T2qrUi8rEegneVkbvMGhyfyqqbbxKusLekghKc6l+Y1bO/UQGgrKSyJFI7HUPFNkCiTNUqBcek4bGBZYFz0R7tEgSA3JmFuWoMk8ht1x/FQKDs4PbVRrbl9b1zjb4eXK5YrzsCm9ygFxl2TfQvArHvI521MTXDzamMlgdO8HVp81k9xTWXFL288iEi0tysc98ETd+3HIzeVSXO0VdcoVhZ5Mc+ghZzWMSxCEhnAbAgCoGkKZJkvrgUFe5bF01tmzQUBMD+r4v7DOoolh/NkkwSKxADmwXGBWp2gUEbkIk6gKD5sOilgYVbH3W0ztuEQZ18zaQnZjAxF5slDx+UptJ293sTxIM1NqygU7b5GwdgoT9Tf2jJRH/K8K7eVl4UZd8FxF3CeN+/wc27756oqvNyp+9xk2y6qZh2W5cFjIhoWgelPA4QpKLoMDNhUUkQ6IWLbT00KAucZj6TFJvrHrLnIDzHePT+jwNB5Wn/Qz8ONVQNb96qxiwIDLc1zzMHJqd1KtBKCesNFocgnMgYtIokCwfqKHokeWVniBuztu8MjQMKUMAgv3hQ9UMogCRSOCxiGBMumEEUBghDwW9snVFyOkOjzuUYpSNly5nXnObff+a5VENnGa664TV6zIBBcWjPw9o1KcyG3WHJ6JpeaBWVaq6Cs5/oasq9V0+34XRAgWY5P+YLURE4G84DDE6uHgdxMtxdsVIY450h+udve4eAFqWuXEngrBrqkWwmDYmMlAUkEGjZrlgWfDEBrDaOzmLxhohQYzfjGeNsimaZSHBzWMT2p4bRgASBn/lz7aSQlNhcugnMuJcDVS73HLZ/6AhI6gyQxCAKF61GYfjlg1PVrNCNheoKnheP8xhnL8t/JcYqYA42PysiNybhxu9rc9060Fmn2YwxKjF/dSGDzTqXnfDk/o+JTn5jGLz+TbXa9vF/leR7+4i/+An/wB3+AD3/4w/jMZz6DhYWFcz3nN77xDXznO9+BKIr45Cc/CVVV8au/+qvY3NwEIQRf/vKXsb29DdM08Tu/8zuYnp5+RHtzoZ9xXRjKF7oQwNtQu3lG74Y8z8PBwQHu378P0zTx2GOPIZfL/cymkcN0/fp1TE1NdcD/zyJWPgFe+bfneo57Lz3EnT/8fwEA6//tpzD3K4ud2wDARCU2QzmfW4fgWrj+h1+Dlkvh8Y+3ChC+XX0St61ZbN3v/QGXSRHkS72n1dyoCLPeue2U7uLyarShvHfk4bjYa4CbptNx05AbbRlZtuXgN3+l8a4nAVyX4Xt/k8dXnj/oaxaKIqCpQhOjIMucFUfgwrYteK4DWVEgSzI8kGbTtO2PCDqOh6kJFVXTxf2HNWRHJKRTfH8p4a/DrPEb9vZ0XpjWl3Vs3Tc7Ei6iCGysJFAqn91QDJMk8lRfJk0hCS4c14Prer6RSyEIFIQIYKDwXH4jV6/zYqpa3T1TWjgwFY9O7Z4U07pfFhdlpvSWVvUyhQE00Rn7h1YsbiXAb7g2VnW8cyueCcITly3jUlN5uV5gPkQlhQ9PGrE5vcmEgKV5Xkw06LjpliTykd4W/5B2lM55fjGOSAlkmQJgqNUZRJHAcTxUqu5QJn43F7hdAdd0634N1XOm3EWBYGy0jX3rAQwM9bqNzIiKUsUBAWnu6yDcwDDH8ERORs5HgESlsdrVgdCgHjzmwbIITL90M1C7QTUVJOkjbtRFweda+miF9s817r7yEjxeQtlutLV/vyjhjNSiP4oe9Z2cnlD4ua3r+JyfVWFoQixzNEqi0CrEVJqIG46REAXOGGbgyVL4DOT9wwYKJefMkwzdWl1sLXp1S9cETOTkSDxIoHbjThQpXH+RLMDprC3rcN3+ZX5hWlnQsHvQiPUd3VjV0WgMTsDGZUsTP3EaHLeEgBcGmi62BxTadjN3OZuV+P0LvLXL8Ric5tQGP4YbDRfrKwbyRRu1ugtF4tcAQ2cQBT76bzsUVRNtRZ3DKTBgT/LhRXSBLq8buLVVHYq5HqAeEgY/pgHiJ6JdWFZvQZl3jmM4SNnu7DV6ECCppIiRtIgHfSY3EoaA0YwEQxchCOgxxgF+nV1b0nF/hy+sxdX6io7727VYhYgJnfP726cOrl1O4K13Kk1jQFUpxjL8+yUIBLVaHaWyjWqNwIzxleLTZBpu363BrMW7PvWU9coUokAji+cEgSCVFHGS5+gYxviCWXPhqXB+YzxAQty8Ex1miEJQRO1jyseqSRI/73ougWFIuHXXGnoxS1UpFmY13LzdH1EykeNFzDduD57CaFfSIH6hpQRCCCzLQ6lic5SKAyzMqiiVHeSLDhbnNHzqE9P4O09nLoxkz8NXv/pVfOlLX8KHPvQhPPvss+c2ki90oXdZF4byhS4EvPuGcq1Ww/b2Ng4PD5HL5TAzM4M333wTzzzzzLu2zZ9U3bp1C+l0GuPj4+d6HlYtAN/7f871HDuvHePGP/sTAMD6f/cpzH10sXMbIGBSfDTH6fglpE7v4uZL91DePsHP//q15mPfqX4YPzyawmmh9ziLMpQnxkRUap3nacYYHl+n0LRwlvJpkWHnqPfcblmd6UxVIciNtVLKVyereHL93fkhly/Y+N4PTvD69QqKZQeuy+B5Lf4f/5Hv8tHWutdTSBhX6aSAhTkd2zu12DcDikyRzUhIJlooEcvmBt5p3kat7jUL09IpEXPTKu5t1zuwFqpCoKoCVJlCVigk0WcJC6Qj3B7c1Lj+flu2h0aD37TW617TTBrNSJieVHD3QQ2yxM3FqukiOyJAVRkIPNi2h1odKJbJ0DcSQCupeOde/5u2K+sJXN8cMiks8lTz5LgMSgkcm6FYdnCct4ZKWlHKsDAr4+6D6JRVULoWZiomdAHplNg3hdOTFGZAre7hpGA1k4xBGvLWVgWi2JYC98dcRSEo7mTwPL5gYYWMavfT3JTaZBcHx39Y8q7HZIzAfRDCU0DtCzeBqRg3Td8cX1Z8PIg/0husr7WPpTf87242I0IUKI5OLBiGAAL4Jj5n+gYj/ucZ515e0CCJg8fqh1HSIBjNUKgKg+u4IIRBECkch4BQEYRQMMaTmMG+BlzLs2p9WYcblOANoSZCIyVBkVsmyGnBRqHoYCInw7I95AsONlYMWLbXYbIqso+R0Kh/DPsYCX9Uux/Ds1tBcrRWb6FM2hczCOHGSmZEgtY2Nn+Sr/vXwsHXHEq5OVquuAMX8BSZYn5GDTWc+0mgwMZaAtWqA0oJL1prL7P0TZBBmptWUSjZoYnKYCFykDkaV7pGMZqVkTS4Me44HnSNwnYYmAdYlhebuTuMZH8Rcr8rAZvQBeRGZdwNMcklEUgYDJriNcvLbIeiVAnKBDulKrywLMyAjdLKgoa9w0Zsxn4wPfHAN2Afu9S61o35qIcWZ97HvsTAZbUroVMsL3LWdL+UrSJTLM5puBmzyLVds1MKJsZl37z10LAYiiW7b5Fht+amVVSqTuTvpnRSwPyshtt3zdAFk0ur3GQOQ8K0K8C+BN+vdmNc1wXMT6vYO7Qg+AtU/Yrn4iCpuhUkedtN3oQuYML/LdQu1S8HDL5frsdQrToDE+O5UV7ceeNWPHzN8oKGw5PhfhtN5CRkRyRs3jHheoAg8HJAzTebAX7tKldZ6PRjIL4QFd7ZMTUhI5OWcONW9VyLKQA/vwYLN5oqIOUvkGXTEn7uwyP4hacy76tgVZgCtMWXvvQlPPHEE3j22WexuLj4Xr+sC10oji4M5QtdCOAAfOe8dfJdYozh6OgI29vbcF0Xs7OzmJycbJbRvfLKK/jIRz7ySLf506B79+5BkiTMzMyc63lYrQx89/8613Mc3SzjjWe/DADY+MyvY/aXO1eBGaFgohz2V3tfDwAzNQmjtI+drSrufOU1/NJ//dHm49+vfRBfuzkZ+ndHUgSFEEN5ckxAudabNu6HvajWGLZ2es/t3dgLAJgclyBJ/vNbdfzDv/tosS/vbFbwlRcO8Fd/nYckEaRTEvYPG8iNysiOSJAlAstmyJdsHB4NHu2N0sKsCkMXsblVPbMZzY0vXvrCG9G5KSyKFKpK4HncLGQg3BQ7bjSN4PP+2A4UxeOdHJdRNd3QG1JCgHRKQCpBIImct1Zv8Jv0Ukhx2fKCBkmiuHUn/k1Cv7RrmFaXdFA/Rdj9mXaOSPqGTSm8AAjgxYzzsxrudBlEa8s6wIDb9/pzhdNJEapGcXAGA+fKugHGeBIoOFZLzc/+/B86R4DosO3oNGRcfAVPCnOTUfZxBPW6C00jcF2eOCxXHJ6glXhSP7h/C3jZDYsn3nmC1os90huUx5lmJx85OyJBFEkPTiMwGdMpAQSWf+2VUTFJpGEj+NvoZyr2YF9kClHghn/U+HJgljou89OQBgolBzt7DTx2ycBbN6pIGBSpBCBLDGAubJegViMoljE0p1cUgUsrCZwU7NjM+Mh9DRnBl33Ujegb/47LF8hO8zaKZacDcXMeyTLBxoqBg6NwXMrVDW7O9ftuSmIr3R4gNMwaL14tV1w/1ZnA3kE9Nksa4Ataq4s6bgxI3gFo8qoHGZehC08RbOnJcRm2zZrHsq5RrC7qeLBbj1WoNZBD62NfAr6wWXcB5mNftusolp2u6RGeDixG8GTjKpEQsDyv9zVHZZlgaV4fmHrs3F+CVAJQZA+iwCCKFGaN4PCEDc2TnZlUfLRJ9Psc4Gtu36v2mM+D0rqyTHp4zabp4rirvGwkzRefb901Yxv21F8EjHutDQocA16uqlK+TR+r1kQ9pDlqJjDGi6VwHvpoRoKqdGIQxrISpsb7p2wDzc+oKJbsjuR8HI2NypjMyRx94zDIEgWhBFbj/MdsoPExPs0SxSgXffRJXMxWKzHOzeagp8TQBby9WR0Kfxa8PoGib4EswCdmMmlxKJNXkrjZrCqsuZhj2QTFCkO1yp/kynoCt7Y4gmJmUkEqKeLG7d4FW1H0J3Kak1YEnufAtuoQJQmyrIAx/lup36LV6qKOT/3aND7y5MiFkex5+PrXv44vfelLePzxx/GZz3wGS0tL7/XLutCFhtGFoXyhCwGP1lBuNBp4+PAh9vf3kclkMDc3h2Qy2fPn3q+G8s7ODizLOvcFkzVM4Nt/cq7nKO7U8drv/BEAYOO538Ds35nveHyYQj4GAkYoKHNhNVy8+k//P/zy//Rrzcd/UP8AvnIj3ERPJQhKld7TajZF0HB7t59QXFzdCDeUHZfhnbvh5/Zu7IWh83QuALiuh7//8zUY2vl+3Fm2h2+/coo/f/4Am1286NyojHoj3BiVJYKJnAJDByzbQs10UTYpKtXwy40o8LRXuer0MBUDJRICEpoAXW8fRSdgXmCgcUO4YrqoVJ0OE1cSOSe3WHbw0Dew2vmqqkoxMSYjmRBBCDdCDo/iF530bKfkdLSmd2tuRo1djhZIlgiyIwIMjUEUXbiuh2KZoFghsIb0V/s1owOt1NpJ/mxGGSEMmRRFNqtAU8WO1GW97mFqXMHuQd3HcwyX8MuOSKACwXEM3IaqEKwtGTgcULqWSYvIZmToqp+6bHgoFh0cxWCechOLFxnFQYB84HISb4QkiPpvg2NG9vwR/LEm7qOVFD48Di8GjCue8DOwux9ddJkd4UWPhzFRJ7JMkGtyeik8l0FVuRli2Z5f2NXCSPDv8PmwLwmDYmnewPZurcfw6/feU+ojNHRA8BEaDYugapKektVEQsDSnNZMQwbqxkgoMoUgIBI30G8EP2lwJMs9vxg0OyJBktDkWYdysEs2jrvS7f2USgpYnOtvKga6tMqROcOaQekkL1AtFB3oGm2yb0tBuj3GaD6lwJU1zocN00hKxPyMhjv3zXNjX2SJG+PtJiODh1rdRnZERankAoQb6JSSzoUcp+1zHXIhB2iZinGNS0rD07f5gh1pqAcTM3G525QCq4sKNrfiXwcC43JzywSlfLH77oMGkgmChA7IkgeA+TxZvgAfdcyOZiTIMsHeQec5Z2xUxlROHmiOzs/wlPmwhWOGLvBSQoXAdXlCvFxxcXw63ALkoEXEiZyE3KiCG7d7F9Ap5ebgIGO0k4dO4TEG0+Rp33RSRKnqYCwzfElkKsGgKiIOTwa/d1PjMrKZTibv/AzHIHQUhYYwkOsND/kBRaFAkLKNj2voxnfEUWDA3rzNTd7mYo4qgFKgYcebctA1ipmp8JLImSkFyQTfxqOYypFEQNcIDB3QNT71JokEIBQgAphH4bgUrkvQsD2fG+3EOvf20/qyjk/92gye+fDI+Xfip1ye5+Eb3/gGvvjFL+LatWt49tlnsbzc2+NzoQv9FOjCUL7QhQB+Yrfts1frMsaQz+fx4MED1Go1zM7OYmpqCqIYbUa++uqrePrpp5uJ5feLjo6OkM/nsb6+fq7nYVYdePmPz/UctYKDVz79LwAAlz77n2LmF+c6HvcECaDhaIlB+vZzf4aPthnK38lfwQv3wzlYhgZUQwKKFB40I9w4fmwVMPTw4+vtLd7K3q1u7AUATE/KvnkBTBlV/L0Pn81QPjxu4KsvHuEbLx315fctzWvY3q3FZh2mkiJyozJ0jfoJNhujGRmWzcd6g+Sh4/Km9FrdRbXqotxlEMcV58uquBdRvnV1PYG3+yAgRlIixkZlaCqF5zEUyy4ODus9xl3Asb23Hb9wZmVRx/2HZuz3rntf2ovuUkkB6SSBLDF4rouG7aeayyTyAn/tShJvXu8010YznBO4db+GypmMGQZdI0joElQtvExQlrhpK1Cg3uDJvOAGLS46ITcqw3G9yEKusayEqQllIAJkkCSpjXkq+WOyJuezqorgb8OMPZYdKKosrlsByiRqNLldhPDPrzt1mS/0H+0OcCZxTazsiARBILH52R3baDOxUkkRo37qUqBojXafMcE2PipjIkZBXdz3vl2KQjCSIkgnGDzmgRIGxngyrN6gsGxewth4BEn3wGDa3Kr2Px7keAAAIABJREFU3PCPpERomtB3kUcUCEZ9hIYqU7iMT7Oc5u2msdNdtBdXc1MEe4ceHHfwdSXYxs0+xVKE8LLazIgETaUgfRZzurnCADCZkzE22n8b7RJFIKGHM7I7RvDbMBKGISChi9jdr2M0K8O2PRi6CFFsw76cxjPGoxSYccMafv2kqQQzUxpSSRGUAA3LhaoI2LxTHTp1CgCPbeh462Z/9EiQuLx5pxPDM6hokFJeZqxrPq+ZMdhui9dsaBS5MRn3tuuYmVSQTklDMWDHx2QQwpqLMYPEt8FTnWHbGDYxfnnNwK27nUzomSkFqUTLuOynsyxCAsDslIp0UkC56jYXIF2XoVx1cHxix0JL6JqA6UklsgRybkqFkRCwGbEfYUnpKLVfb4PFnFrdhet40PSzGbAbqwbuPTAHMqXnZlToGv9+xNlGMOUwkm7D/3Sduyj1U+r+OWt+RoGmiZHbUBUfX+QnhqUmlqqF4OK/jTmWyqy7MLsQXPMzKlSV70e7DJ0XBCqyB0o58qlWB04L3tDX241VA7/xa9P4uQ9eGMntRvJjjz2G55577sJIvtBPuy4M5QtdCDi7oWzbNnZ2drC7u4tkMom5uTmk0+lYIzw/+tGPcPXqVaiqepaX/FOrQqGAnZ0dXL169VzPwxwb+Na/OtdzOJaH73zyfwMAXP7v/yGmPzLb8bg3RCFft77zz1/EU//lr0A3uOn71Z1LeOUoPJWtyEAjxGthnodEMtxQnht3MT0Z/titBwx1Kx72IpXknFkAsOsWfuvvDRdZ/Nu3SvjzFw7xymv52DdrVzYMXL85HCtwaV6DqtAm/1XXBGQzEhJ++piBod7wUC47OMkPX1CyvKBBlnpxE90SRYL5GXWowiZK+Q1qJi3B0HhRzc5BI9RoHqRLqwZuDriB6X6v2jUo/SSKPNWsawwC9fyxaqBcIag1gLUlCbfu2lic40nioOSrdxSy03hhjN/Y1Oo2TNNCwwJsh6BWZ5H70o0ASSY4kiRInvUYouAmXT4fnrabHJdh1tyO5NniXPBexS8r6ymxkklnARAA1wVsh4/BppISHMfD7n4DmREpNu6jWx+4ksQb18NNguZ7NQTKpJ8UmZcappK8fM1x+bEgiQKu36wMvY2kwUfZ88X+f7H5eQyxH6GpSz/dHjb6vjSvQZaHxL7ERI/E2Y9kgiM0JJGBwYVtE9TqBIUShjI/eBpy8H4kEwJGkhK2+0xARGl9RYckUjDGmqPd5aqL45P4qcvlBQ17B/XI6YqlOQ2y/16dJ33XXWAXmEvppIhC0UYqJeH01IYkkxY32v++ssB4icGNjtLSnAZZJtjcamF4NJViekLBna7rRZMt7Z+7CDgPvVDki0+R58SQbXQrKADVVZ997p+feNkVP99yznv4WDrfBj8nri1zc02WOa/Z0AWIQ/DQoxKfi/42bvXhoIctCMSRJHGzeTTN4LgeHIegYXNec5xSuEDJhIDsiNSB8elWnP3op24sRTtKJZUUcHhsYSyrQJZIz8TXIF1ZN3wM2OA/uxgcV3f6byOd4kWGigxYVh2WxWA5Ik4LTsd2BIHgchdCYnFOi70fukYxMzk8C31xToUsUZzkbaRTImybIZEQIAkEjstQMV2cnFqomv2/17PTKqqmE7oAvTinQZJIaJL4rEolBUzmFCQSIigFRAqA8PsCx3HhenxKw7I6uxnOs5i0OKdCEunQ7zEBkEgACZ1BEhkopfA8CrMGnBa9jt9RV9YN/PonZvDkE+kzv86fFXmeh+effx5f/OIXceXKFTz33HNYWVl5r1/WhS70KHRhKF/oQgBPGFtDzIAXi0Vsb2+jVCphenoaMzMzkHgTQmy9+eabWFhYQCqVGvbl/lSrWq3i1q1beOKJJ871PMzzgBf/93O/npd/44/gmXVc/r1/hOlnWkgKBoBJZzf7X/3Xb2DuIyuYXU0AAL62cwnfjzCUKUWkmaVpYmjrsSa7+MClcEP5wZ6HYrU3+c785Fl3imt6kpenMcbw8asmZsb6m+i1uouXv3+C198u4952DQdH8YtwAi3PE2w96H8pkURgfdXHQQwoY2oX5wqLyKQlaBqFSAlc31woFB3kC3xMUpZ483q+YMdKwwRK6NzY3O+DRGhXUMZUKjsd/Ncml3NEajIO4zSMtyeNO7dhoFQeXFx1lsQlAKRTFAvTImoNB5QwOI4Ls05wkidDsy6jFKBMSlUH2yEok5G0CFmkAxEKiswTasmEAEnkN2PlqgtRIDg5bWB2WkOj4SFfdHj6UKaQJOrzdtFEK5y1xEqgwPqKgarpRiJZAjUN0bQIRW4Zoid+yVq72lPiQVlZpTp4Gz0mU1TZUdu+mjUXjYbX3I/jUwvjYzLyRaeZFKZByspPjPcz5UczEijtTSoTwvfDrLl9zZu4ajf8k0kRqQRfxPFcPtG7d2gNZYgGGmQqn3c/BIEjNAwdEIgH1/Ng2RTlKprFZQF3u9FguBdSfhYlQxcwlu1vjjX3AzxRVm94fbeRSYvIjPipSwAV00I+b6FY6TXGF2ZVnJxaqPhGDt+GjvrQ+8G50ZpCICv8u81LMfnjnC/cYmTnRhWUKw4Ojqwm9kUUCWzbQ6Xi4vCkMTCJOEgbKwYaVvR7JUkEy/N67MK1pjGeEn1GKQMBg66LMGteaCnmMAWgUVpf4Tz39gJHgBtoxyeN5mfXLkK4sTSSFpFKqqCE8KLQttRle9p2fVmH7fRuo5+GXcxZW9bhOgxbIdvQNYJkAlAkD4QweB5FvcERGmGLu1FleWtLOlwvmn3fT6LgL772S717DAldRKlig4BwLIXHYNZcnOSt2DiO5XkNhycNVKrhJ+bVJR3eGfejXd3pWwa+YJo0BBTLDsDQs6gy8Dlj4jsAvmhFCOkoOFVVXtAZZpK3dzlQys8H3ZMDI2l+7Xiww38brixqAEhkiWoH194vPG0y/AkBA2tibiybNa+xVdNtXjfb92NlUcfBUR22DYyNSkga/HzgekDV5MdB3Om27veKEoLbQ5bBdqtV2kshigyCwNEZhHgYSbi4vM5wdU2Brusd/6iq+r7iJnuehxdeeAFf+MIXcPnyZXz2s5+9MJIv9LOmC0P5QhcC4hnKrutib28PDx8+hKqqmJubQzabPfOF8ebNmxgdHcXY2NiZ/v5PqyzLwuuvv46nnnrq3M/FXviXOO/p6Pv/1Z+i/mAPV/7Jb2Lq6enWcw9RyBemN17egaiIuPILvIjv6zuX8L0QQ7mfmQyAlyzJ4diNq8tAItGLvdg/ZjgqhB+XYdiLzIiAhJ+kNmgNv/aL4e/pzn4df/7CIb757WNUTReX1wy8c4vfaI1mJIxmJaiyAMflSauDo0ZkaRUh/EY8rDgpwA8Mg4PolqFTGIYAQxUhKwSSSJs34sG/V6ouFD99Oej1dqsfDzpQZkTE3JSKew/rKJWHiyJrKsXYqIxkmwHCC+F4Iiy4yR5Jcxbo/e0av3GLqTBTOkq8xEjD/S7+ayCBgrOadUAQGBzHQ63OUKkCZj3e+TFgsz54WOvgJ4ZpLCvB9VgkviJKSUPA0oKG41MbmkqhqT5LtsE//zj840HirFwdO3v1viVfcaVrvGk+MMIc24OqMoAIsG1+c9ox4so6C7vOajIZOsXygo7d/UYH/kLXBIyNSngQYkyKAk+3K7IDUQAkRYFt0w4DZDQjgVDOs27nPIeVrsky4Xzh5jgvN17499hH3Qww/IPStbBtBBzsAJ0Q5zgIK6hUFYK1ZQP7h9ZQWI+O9y4CrcBNLw8ELihl8DwHVdPz2bsUhTIQd7hKUykmx5VIMy9YYDs8Di/ai70vXQWRjHEDRBKB04KNyXEFVZOPX6uyb7yInB0dTDO4XivhX6v7fGGzlxsdun2/+PA4H4+13nMcWDwhenwazZYWBWBjLYGTUxv7h4MXIykFLq8l8HYE0zlMAgUurRnIFxycFm3MTKnY22+0jHGBwHY9lMvDc3o7XtdqAvmSjd0+i6pTEwrqDXeoc25gjI+k+DSR7TAcn9jIF+yB5/huXVlP4ObtSt/fE5fWDJTLbt8ugigRAiQNgoQBSIIHEAbXpajWCcplhtUlFTdv17GxZqBa5Yu2skSaC1eKQiGLBILIJ1UY/KkcZ/jU+6VVA9WaG7qgGkjXhM7jwOGTAyenvT0Lk+MyHBcdHQIbqzpqNW/gQmQgQQBUGVAVwDBkaKrUH/3ScDExJqNSdaFrAipVB7omQpEJ3LYJkjgllf24xuvLOiw7elFq2KLDbqSOIBCIAoMkCDDrDvh1xz8/+Z9rP659XK0u6fDc3kWQiZwMEESWChs6LwcMjgPH9SLxJMsLGgD0LB50L9LJEgElBJbdQKPRgCjKoIIE2wbqDf57Ior1/oErSfz6J6bxxGMpMMbQaDRgmmbHP/U6P+Y0Tesxm2VZ/pkxmz3Pwze/+U184QtfwKVLl/Dcc89hdXX1vX5ZF7rQu6ELQ/lCFwpkWRbCjvtKpYLt7W2cnp5icnISMzMzjwRTcffuXSiKgunp6cF/+GdIjDG8+uqrj6SQkL34ZcA7X6HOD/+Hb6L0tzdw5Z/+JqZ+rs1QpgKYMFzqvF3bmxXsv7WLpz6xAQD4xu4G/uqwl5MVhbsIJFBA1cJfx+yYi5np3pRyvsTw8DD8/B6GvRAEXl5CCIHVcPBbf7fR/FHHGMMP/7aIrzx/iNdeL/YYLf3SrqJIkBuVoCkuPNeGxySUTdK8KZVlgsmc3JEAkcRw/ICmUiQTInSNQpF5Mo0K3FRyXV7YVa/z4pByJXwUcBDWQhQIJnIy0ikJosCTl8en0WVFi3MadvZqPcmmxTkNmhqOnBhGihzw8WjTUJNEAkkiUBQKShjKVQ/VmofTvDXUzT4lPIUYLAiEaW5G5czGO73lP3GlqYHJyABwg8isAcUyT9pM5kSMpEXcudeAPcQ2wvAVUZqeUJAdkThjto+x2o9/HJXwar4en80axrHtFk/18bJIVfENNYmCkhZhJyzJlDAEjGVk3LpnYm1JbyI0NL+0rhGzqKifmlzhPnxkbmaIze9tHAUJ2YQhImHQ5o231eD881aq1DfBa70LX8MoKCs7CxObn7d4YZUicQOkWm0lwoLFmExaxOy0hq22Yrd2pqXiL2RFohUaHsw6NyOiTKZ0UsD8LC/Bq1RdnkpfS+C6b0wSAqQSFMkEIAoewDxYNoFZJyiWe5PCikwxO6PiTtuYc9IvDLw75AKeKACKzKDrAgxdbhrDPSaTzbhhlxBRKFpQFM6RDRbKyhUXR48gKWzovCQyzqJUvP3zjfGkj1IBUDUdpHQR93fqfadIwhQX4RAsUHQv5ogiweqiHroIC/BEZTZIjPsLJMWyg+MTq8eIDUpU9w/DF3PClBkRQeDgtBDrj0MSgY3VBA6O+ELL7LSKSoUXrmmqv1Dm4whsh6FadXB0Gs3pXV3SsbNX6zBMRRG4tJo41yKIpvLvrKq0pjeoQADmwXM9uJ4DWWKwbRe2w1+bZVOUykBp+EGfUAXTJvmic6ZS23Z18pp5OaDjAK7nQtdEOA5D1XQ7THBe5dK9SOeiYjqomm7sRSsCbuyXKg529lr7sTinhSZqVZViLMMniUSRwnX5Nbd9mgHo5RpfWuVTM4OmsQJdu8QLOodZMN5YMVCr8208dimB65tVjGakJloJjCO2iqWzX3PXV3Q0Gl7fyRFD590LUUzqKKX9zoGxURmSyBcdHAcolGxUqu5Qi3SD9MRj3Ej+wJV4E7ee56Fer/eYzZZlgRDSYTYbhgFd14eeAn6v5HkeXnzxRXzhC1/A+vo6nnvuOaytrb3XL+tCF3o3dWEoX+hCgdoNZc/zcHBwgO3tbQiCgLm5OeRyuUe6cvrw4UM4joPFxcVH9pw/LXrllVcejaH8rf8DcM6epAKA1//wVRy/9ENc/f1PY/LJyeb/P08hHwDUaw5e+1c/wi/+5z8PAHh+dx3fPewdczL01jhzqBiDkQhPSiuihyeu9D7WaDBsbocfq8xv8+7WWJaXNwHA4zNVrE66eOHbx/iLbx72TS4BnJMWVZ4TpoQuYDzHxw0lkYAxD5IkouYnQAITIkimlSrOmQ1NWSZYXzJwWuyfwOonQxcwPiYjofP3p1J1sX/UQK3uNVPaogisLxsoVzuTRQSAYVDoGuftKjI3hdtL51wPTT5ew/KaY5Dd+yxQfmNVNVsj9Y9t8BslAFAVzr1tv0nvN9YtigRLc1oHQy8Y2683vKHGkgPJEoOq8pI9TeMJRb6v/HHPA1zXg64T5As2PM+DKHhwXA/1OkOlSkILKsM0O6WiULRCR7EBfrPmuTj3aCfATbexrAxdFyCQViFcMiEgmZBQKNmQpHBWqW0znlCr8881TrFRu5YXNIhiJ6eTEF4Q+VZI4lGWuCGaTHCWrOMC1So3xqPYkcNyhQ1dQGZExMPd+N+phVleYhRwt4P9GA1GpYcoBozS7HRrEeSsizkdo8sqN/yDokhRJE0zwXU9gBBUTReHxw0UiudjWrZralzGaEbGza3e8jhKgCsbgycMRAHIpCk0rYXQaFi8WCkzIqJaZRjPydjZtyCJtMNQ6/7OBmiFWs1FxbRRq8Ur2gtKIjfvmE3TfCwrgRLSga0hBBhJS9wQVbkjHXdyICg4jVMSGckXFggIYx0mePt3VlUo5qZV3L5nYmlex71tE9mMjKQhdLClwxKi3bp2OYk3QwrTgimNrXtmZMFp3M++XYJAMJblxrihC5AkgkrVxe5BI1ZCtF0JnbOU+xlgutYy9runZnKjMijtX3YXcHoNTQCh3BANSlinJlSUyjYs28PqkoHt3ToKRafvd7Z5nXU7cSimnxiOOk/IMsHGioGdvUZzUfnqRgLv3GqV+8ky5zWrMgOlHhgjsGyKYpmhFsPrlES+QBQ1pRGlsIWrANcEdH5nbcfDWFbG4bGF8VGeGg5KWOuPYBES4L9NLq8lcHRq4SACBZYblSFQxEaFtWMpBIFP6zUsF8XSYMRTmNaWdDzcq/e9/gaGeLnSm3S/usFT8mF9B7K/GJ1qKwc0ay5O81ZooeWlVR1V04ttiAsCwZV1Yyj0y/qyjobFzWpVoVicU3HjttnBb9f8c2297uKk0EC+4IKx+Pe5H/pACr/+iWk8dikZ++8Mkud5qNVqqFarHWazbdsQBKEn1azrOkQxvKD8x6l2I3ltbQ2f/exnL4zkC71fdGEoX+hCgWzbRrVaxfb2Ng4PD5HL5TA3Nwdd19+V7R0eHqJYLL4vLziPzFB++d8A1vnYb9f/5E3s/dnLuPo/fhqTH24Zyq4ogwS/zs+o7/7hX+OX/otnAADf3FvDtw96x53SCaDY5zdiv2I+ALiyxJBMdq7cuy7D21uIXABpNHrNSlkimBjn5nT+sISX/vx11BvxjC9ZIpicUELH4KMUJCG37teQTIiomg7qDQ/ZEYknA2UKQglsy+PpwII1FKc5wGbcvV+LvDmPI4ECmibwGzf/JlUSubGkqfzmnBIC12PwXIZqzUW56qJed1E1uSFxXoxCEwexU+sxACgF1paMvnzOYIwzO9J+A8FvJMtVB1PjCo5PLSwv6M2b5yBBqykUkm+CU0paCVqPwfFvzKumzXm7FumLbwkQB4PQAJpKkUlTqApPNds2ZzUXS6TnZm5hVsXBUWvcW/GTd4cn0Te23dI1Cl0XoamkmX4XBD7Oy1jAZW1hJBzXw+S4iqMTyy9N4uP9qkzhMZ9zeRp+IxlXosAXD4ql6BFuSvwx+s34N5npJE+vcXYk/xXoesA7m9Hj5FFSFYaRlIj9o+j9JAA21gzU6/15vGGSZT8pnBAhihSey1A2eeKy+1ywsWLAdryOcV6BAglDgK4JUPxRXtH/bAECMAbHP44bPlqhVoseXV5b0sGAZlLsyoaBdza5yd9REKnw68ZZjPHlBQ2iQHDrbnTpGuCnXYcY5W7X/IwMWWJQZOYnqzlCo97gCI04JV6Dt6HA0MWOxYN2ZdLc+AsKNvuJJ4U7y/bMmgvH9TAxpqBYcvzR9HBD7Tzol8mcjNGs3DOlcWnVwO174YVn7UnhKMb4NT/lzuBfC3N8G3Ff3weuJPDG9fif/WhGwvSkgltbJizba+I3mgnRZFtxWZXz0qOut4pMMT+r9pSSjaRFzE2ruHPP7HutTiVFjKTEoU1BSoH5aRW5MRmOwyCKBJbNcHJqYfegEbtUdZASOsXyooG7D8zQxP7ako7t3dpAxIiuEaQSgNzGa641CIolBkEAVhY0nORdOB56rj0dnOy26Q3TjF/GFmaIUwJcvdS7oBFM52iKB8+1QAURrieiUHT6XsckPyG+FzPpntAFTOTkoXjKgj+VEVxvu7EUAaamWApP47drekKBZXs9r5X419J80e6bEF9e0HB4YqEyxCSHrvFFmKR/LQIBDo+svt+xKF27xK/3/Y71jRUdZt3rQabEmZAQBDSntJoFt3WOAGq/jj35RBq/8YlpXF5PDPX6zyvXdXtSzaZpwnVdiKLYYzRrmgZBOHswKI48z8Nf/uVf4vOf/zxWV1fxuc997n15X3+h97UuDOULXSjQ22+/jdPTU8zOzmJychKUns9MHKRCoYCdnR1cvXr1Xd3OT6JeffVVPP300+d+j9l3/k+gfr6Zw9tf38L9f/lVPPbPfgsTH5zgzyvIaAgaZHa+0cO/+qMf4u/8Zz8HAHhxbw0vhxjKIyleCBMl5rpIpKIRKzOjLmZneg3nG3c92G74++u6XmiSa3xMhKIIcGwPX/03r6Jaje8sJAw+Ilox+6cb1pZ0EArc3jI7TJu5aRXHp1bf9EhCF5AZkZAwBIgiaaYZyxWesHFcjs0QRYp7D0woCkdFyLIAxS8hC4zCptfuF+AE/L8gmVb3maxRY/eLcyo0VcCtLROOyzqKg9JJEaPZttFjy0OhMDyjd25KRSolYjMkpdguWSL8Rv4MxTpzMypGRzjfssWTtnF0Yg1M2sXV+Bg3TG7fNYdO57aLEGAkJSCZIJBEjx/HDQZFJihWOD6jXOWpNEUROW7A/6wZANcN4bLW3NhGRMY3TOKiAXRNQG6UYx4EAbAsxot/TqxI44hznuOxpAFusmyscmMzrgI+crvR0EwxDmmMJwwB6ZTYMd4MPBqucKAelrLsf68l3/Gn/ANuWB7yBZ7Crppu7AWxfuLGfgKFYnhx5+V1AzduVft+r9uNcUmicB1ujJ/4ifFgKiBOgWO34hZshpXgBWP27dMlhADpJOUsWdGD67poWIBZIyiHFL12a31Zh+uyWOeiZEJAOiUNVbgK8HM8pQS3tsw2lmxbUvgRIDQW51QoioDNO9Gf7eqijod7g43FQO1JYUWhSBgUjgts3audKY0fp6xuakJBJi2FJvY/cDmJN0KS0oEMHRjLKkgYEijlWKlSyfG/zwTrqwau36xgIichN6rg5p3+16l2qSrF3JTaMR3TT2NZCVPjCm5GIIVk2U+IJloJUY4r4uP9cTSSEjE3o8a6Ts1Nqyj7+I5hZBgUs5Mijk9tqDKDKDIADI5LYdb4b8HzLkDrGl+4vfsg+jrVj0sc9nyBISoIfIKsXHGQzci4vz08XkYUWsdOPwVm9e5BI/b3QxBIB5YiMETzhRa6LJ3iCxr3H9Z5snp9OGTK+JgMQqO5xt0ihG/jNM9563PTKspVB4Wig1TST+P7C7y2w1Au9/+NwHsH6j3TRkFB7yCG+JV1A7e2qqEllP0kywS/8guj+I8+nsP6yo/XSI4j27Z7jOZarQbXdSHLchOdoWkaDMOAqqrnugf1PA/f+ta38PnPfx7Ly8v43Oc+h/X19Ue4Rxe60E+NLgzlC10oUKNxPvNwWJmmiZs3b+KDH/zgj3W7Pwl67bXXcO3aNShKdPI2jthf/d+AWTrXczz43h5u/S9/isf+53+MiSfGAQBOYhw1h8Bwi+d67h/+8d/iiX/wOCSJ4lv7q/jWfu+qdSZNkC9Gn1I9z0OyT0JZElx86Grv429tWmA0HJURhb3QNIqxLE87/8137yC/c4DRjAxF5viEQtHG/lG0KTo7pYbeyAfFWIfH/VOjy/MaHu7Vh06RKTIvkypXHMi+2eQ4DMWSg/3D+EV7gyQKwMZKAuWq02P88IRLf/RHwGbljF6eag7SYMHNQVBW2LCGQ07oGkU2I8c2Z9ZXdHge+nL5grIqvX0sMm/htBDvBn1lUYcgENzeiodRAELMwz6MR8vykEqKcF1uLldNG4oCEHh8PL8OFCskNv8xSrPTKlJJAZu3zUeCNAjSrNkMH+vmN70ODF3CWzdKsIZ8vYJAsLas40YfHjbQMvZvbZlDma2aSpA0POgahaGrcD3aYYwnEwJSCRE7+40mfiCMXdwaSY+XxotiKaeSAhZnw5m/ZzXGuxWkFMOmArp1ec2ITOL2k6YSXFpLolJxoCjU551ylMrRgKRdu/qlVWWJpxSjEvuU8MKzMHRKtySRYCRNoKsMlLAmQqNcAaYmJVSqDAdHw7kUusZxQoPS68Oa7u0IjWFKF9dXDNh2/HPvwqyKk/xgxnq7VpZ0EHSee1WVIpeVkTD41IttD2YKA70IhkBLcxokuROTE6Y4pnS3KOXnr/kZFQCBZXswa70pxkESBYL1Fb3vNXNqQkZ2RMaN22dH2CQMXlxm6Hxhz3EYL7g9sWBZDLm2hPgw3PaxrARBJLGMxYDp3o5+CZMgACNJAk1lEAQP/P0lqFSB8oA1w4CFfntAQjzQxoqOO/fNoSYSAk751n3OdA/wJLomtBYdfEN00PNGLYapCsHaSgLbj4iFDvDzYGZEQm60Vb4JAFXTw4Od4cufDV3A1LjSF6clUODSegJHIWZ1Ji0ikRAjixcDLEWAgmoGE0o2jk9sjI/JYIzh8MjGpXUDxaKD3SHY27ksQ92iKFfiHe/PPDmCT31iGuvLRuxt/KSIMdY0m9sxGrUaP8critKTbFZVNXLC0/M8vPTSS/g4DfezAAAgAElEQVT85z+PpaUlfPazn8XGxsaPc5cudKGfNF0Yyhe6UCDHceC65yt4G3Z7P/rRj/D000//2Lb5k6LXX38dKysrSCTOt8rNvv9nQCV/rufYfyOPt//Jv8a1f/6PMf44N5SP9DlQUGTsg3M991t/eR+jGzlMzRt4aX8Ff7nfu3qdSRHk+yWUGYNhSH353ZcXGVKpTuzF5p06Giw62RyGvQCA3KgAVRVxdFjFN//0tZ7HJZEgm6FQJAeSJIBBwmnebf7wv7RqNEuDJsZljI8Ol0xdX9Zx554Zy0zJjcqY9LEZ1QishSgQjOdkjKR4C3bd8nB8El20F6aRlIj5GRX3d+oo9rnBEQWCpXktduqqXVMTMmamVJ6+Ygx1yzc/TuKnmtNJbtZF8SkDY//g6OwFRgAfjw0Sl7LcSlwen1iwbQ/rKwbMmodK1YWmEsjnMA/DFLCkK9VOc+nyGj/2ut+vdEpAOkg1ex4aFkO1BpTK0d+pINFpWb3N691qN8Gjio5clxfsNfzke7Xmol73sLasAwzNY0ZVKMZGeUmRJBI4DkO56uLouNE3CSkKBCtLOm6GFHYNy0fuJ0r5zbSu8X8CPI3oT5Xy/QQqpg3LYmdKgkdpasLnCg9p/ARqplkTAgRKWsbScSsNlhuVMZnzSwmHMN0vrfLUV5zzFi/zU/uetyjlo8cjaf7+MgbUai5OC3ZoGVx32jRIut/brqFU7m/KxC2L65amUqwsani4W4dlexhJEcgSA5gHxwVqdYJCmU8G9JOqUMxOqaHmjCzxxcKg2O1RSBQJxkclZLMyFInCsnnZYaXCcOf+8Ofu6QkFtbrbt6QvMMQr1fhFYoGaTGGdlxlaltex6LC+wgvLLJthfVmH7bChFiNXFkRsPbBjs1NXFjUQQkIXI2WZIJf1+e3+oun/z96bx0iS3Xd+3/fijsirMuu+7+6enkvDJYURlxQlcSVRK61EWdbFlQWsCdmAYAsGVoBJc5qWRYAzBsSFDMNaQMeuV1gt7LW0klY0JdEiNSSHM8OhRHKOnu6q6uru6uqj7so743rPf7yIPCMzI6uaM0MqvwAxYHXlUZlxft/39/mWK37XYlNCxBh/u7G4MKtD13snxLtJloCEJcMwBBdcVShkmXSUReq6BNdlMHSKao01Fh0KLg6P3VjHq5Dz221BZHxUXANdO0exbShNJUgnAU0TCzqcE9g2YHvA5KiG7Z3uqdZump6QUCyjr6EqFvFMbN0qxzKrKQGyEQig0zZe8yPrCWxsl+B5IXtbHLO6vZ96UbEhONmq0p0dXbNZvXgu/FxCDMide+JaLjzuWaZYdKhPOnhi0qEXE12SCC6tWR08c1kS+Ix+GBBNpVhaMPouBEe97nhOwfysAcdhcD3ekcKOo2xGgWVJPU3t9757BB/5L6axsvjtQT++3eKcw7btuskcGs6///u/j6985SuYmZnB0tISVldXsb6+jlKphN/93d/F8vLy0EgeaqiGhobyUEOF8n0f3sOAB8YU5xwvvvjiQ2EJf6fp6tWrmJqawsjIyLmeh7/4p0Dh8FzPcXSzjG/+y9/HI8/+15h6UjCU74w8AcWtYdy+fa7nvvH6CWolD5efHscXH6zg8xGGcjpJkC/2PqTqmgRJ7j6aNZX1MT/bmlK+daeGot3dUO6GvdA1jrFRHYxx/Nkffg2VUveb35AvrOsSMikJ6aQCSjkkmcJzOW7tiFHeQU8Yl9YtXNsod33c6pIJiRJsDpB8bVdYtGeZEgiAYtnHXlC0F2p+VkfClLFxoxw7maprFONjamye9PSEhuyIgo0uo7ytqWYapJo7W9BDjWYV+Izj5LRxLAt51f3Ylu2SKKDrgKJwmLoMy1KhKKKUjggELXwm0sKyRGAYkjAOfQ5VpefCfURJmGQG7tytdTVvLl8QbNA4UhSCbFqCaXBQIsqLqjUglSSghMLnElRFgixREErrLGWnmcsa0wRveV1ZYBSOTnrzGtvVkRgPEpeHRw44gpLFeQOb2xVIVBhNpYofecPYrZwMEO3rrutDllUQKgfGcGehIIF4DSdIdKaC0q/7ezY0lWJsVIxJKwqF5zGUyt6ZUCqriyYoRV+ucDcREpjgJoWhSVAjmOCWQVGpsvoxp86NHKCs6sKqhRs3y5GlTQAwM6khnVawsRX/eBIlQ6cYzYpFh3AEvVDykRtRcH/PxsSo2hUN0EuLMwy37vYfAR7JyJgLDOB+xxPBO6WwDECWGBhncFyCcoWg0LSbKgrB8rxZZ8EnLQmL80ZPcwkQ5k24wKHVv1sExZiNxRzXC1BGTWx7XaNYXbJw934Nvs+RSEg4OfUiERr7R3bPz3MsJ6aB2k3vcF8fZKS+m9qL53SdImHKkGWxoOS4HCd5YSo1H//jaH1ZGHndDEmxwGahUj1bIRoQJIWzotyWUhJ8tuKYcHE1gVffLGJtyYTPOLZvV6EqBJbVe6EunFap2T6qQclerwQwACzOBQtsQXqbUuCRtdaUvuB2KwG3m4I1Lei0TyyoCsHSgoHrWw2DfWZSQyrZnSHeLkJQ7y3QNWGWhoguEha8slYkl64RmAbB3oGDZEL0TShtvObTPO96PAolihIROcEQJquv3xj8eNJNikIwHaBYZIlAUQh8zuC6YvGJc95xru1WVBxXhk6wtpyIXGDrVbYHiEBBdqSBMGsuifT8Bj5EDgoWm1FS/USIKOl89Wp39EyzaFh+eBR9PGlGv6gKhev7yJ/WcFoQPRTt0lSK5QUDb262Yo/e973CSF6a/+40kuPIcRxsbW3hjTfewAsvvIBvfvOb2Nvbg2VZSCQSWFlZwdraGtbX1+v/Pe897VBDfYdqaCgPNVQoxhjc885GD6iHVU73nabNzU2k02mMj4+f63n4y38OnO6f6zmO75bxjf/+97H2m/8V5t89BwC4PvlPYFT2MVu9fq7nLhZcvP6FO3j6wyt4fm8Zf3W/czU7aREUy70PqbJEoOndW4wl4uNdj6otKeYH+w4OCtHIC6A79oIQjskxFbJCcWdrH/c3bqBaDcaviQLfJ5F8YcukWFkwcb+NmSrLBNlMgxtJCeC4orzu5CTaFAVEYq45+aFrIl17eCw4dGcRpSIFo2uiYC80liRJcHcpJZBVQJWlesKlHCRvu73PKCUTwuDohvcQRpwJzwdu9BiZ7KdUUg5GeSUQSmDXfOSLLmSZolD0MD6mQaYEO3erMHQJhi5wIEpTqocQAsYaN+a27aNc8YICq/7vYWFWh2lK2LzRwEGsLZvYbkuZNxvjgnHJUQ5wH/0+26kJDbkepnu7zjLGPZpTMRWY7ssLBnZ2q0glKVSVgzMftsNRqQD5IjnzBZBIuhu4eSe67OksMnSKdErGWFaFYVAQAJxwUFDUHAbX5fB8gQexbYZKrTWxdRapQfHhQQRGIZ2UYRoU93uMgWfSMnIZBUbIGI9AEUgUuLCWQKHg1ZmQPZOHwXbczTyMuqQlEGPfNYd3TRiqYRo/KYvEOAPKZa8FU9Os9RUT221j5KsB4mCQyYV28zAsBJUoAaGhUdpI+ScTEvxgIadY9Hp+tr30+CPdzY3pCQ0jGQXXz2mIh1IVgpE0ga4DlPhgjEOi4m91fApJkqDIEigVCe3GMYrVFzjOwslulMe1YlksUzDPb93pNEyjisBqNkO+6bPNpGVYhoS7D+wAmWLi9p0a8m0GVnfzUHzvwjyM4L1XWssiBeopgXsPah2oCV1rLDrIMoXvc5QqHg4Ouycul+YN7B/aLdu1LIn98OjYwYOYzNh26VqQKtUlaBqBIremSjnnSJgyPI/BZ2JfrlR9HJ64OAoWyx6Gms3qKPVjStf/ngg8SaXqI51SUCi6SFoyDk8caGqXBY7QGA6240pVLNTFXSybmdSQSsm4vtUwq3WNYn5Gx0ZbUSIhQCpBYOg+ZImBUgLfl1CutnZ3JCwJYzm1nmwfz6kYHxOokV4mbniMMjQCVeucRPJDY9hhqNk+KoHp7/u8vh9ubleQTsngXCDA2nnNpVJ/9Es3JYK+gO0+5cxnKdsT6BcVo1kFqZRc70g4LXgDb7eXLyRw/UapKyZECozkvcOzT2o0ePMyZJnA8xiKZQ9Hxy5Wlyy89mYR3/90Fr/409NYnDPO9BrfTWKM4W//9m/x3HPPYX5+Hs888wwuXrwIQCAyt7e3sbm5iY2Njfp/T05OYFkWVldX8cEPfhC/9Eu/9Db/FUMN9ZZoaCgPNVSot8tQfvrpp3viDL4bdevWLSiKgpmZmXM9D3/ls8Dx/XM9Rznv4KV/8a/xxG/9txi9nAOnEr429lMYtXexVP7WuZ4bAJ7/v7bw/T+/hi/tLeEv71/s+HdTByp9Aj+UcBhmd3MYAC4ucKTTDexFsejh1l53Exrojr3QFYaxcQOlooM/+3cv9nyOMGG7ud2bDdhNlinVx3lVhYAF5VqFooeJMRUP9h1Mjql1dnNorNSNYImABrtPeCPuBwap47LgRkbcuPUyI9NJCfOzIv0axe2rm7eGBCI1zNuDo+jR2NGsAt/nLUnasAztLEVl3Qym5pSlz8SHkLBkVKoeAPH5eB4PCooGY312U1gEV6n4uN0liX1pLSgri/F87ca4YzOc5B1kUjIYjx6t7qe4ZWVL8wY0lWKjDQfRzZSWZZFqtkxhgnkeQ9UGimWCapf9eHZKRzol0mpR+1ucBK3vi23adjlqgQlRqbI6V3R8VMXEqEA1MM7rhlnzZ0sJge2Kke6DQ2dgBEWIari5U+1ZdJVJydA1igc9eOlRkmWC2SkdYzmlbiY4LsfRsYODI/dMx5cohWPP50W/dHy2AYognZJxe7eK5QULxZKL04IH0xALOqpKIUtNZZERycNKJUCE9Nl5CID1VRO23WqIty/GAa0LOoCHWtVGzQGKFYJy24Jm+76zsmhAoqTDrIqSoQvzUNeCVKkSGkwEAK+PpLcvcEyMa0iYUj3RmbQokglAUzgY9+H5BNUqQb6IMzPxJ8ZVjI2I9Ha3qQJdo5iZ1nFjgGNO+NmmkjJSCQkSBTgXbOFwUees5mGUEgkJy3PRDPE4SloUozmtlXsblO1NjGkBjsfH2rLVkrYczDwMJjgqftfFB1kSpWsHx42FqbUlEzt3q/UeBkUJEpdB7wBnQLkqWP6FGEx0AuDiWnzUyKMXxYTLoN/P6pIJxjiOjt16mrWFKXzo9E0K99PCrA5dk7DRhYtNacBDvxZvMVWWxYScoXNIlIMQgTTTNRm2QyHJEiSJghDSOP84rYnhs2CMRrMKJsc7SxyTCQmjWbUrriWdlKM/2whes+BJm9i8WY5tRI+PqiAkOqkdpRAhFjVF0b7dMgZUaz6OT9yuXOileQOHx07Lc8lBMeH9AYoJm9WxeKV1nn8YBx69kMCPfGAUszNDI5kxhueffx7PPfcc5ubm8IlPfAKXLl2K/fhyuYytrS04joN3v/vd38Z3OtRQ7xgNDeWhhgrFOYfjPBxGX1y98soreOKJJ6Cqvc3C7zbdvXsXruticXHxXM/D/+4vgcPdcz0HYxxf/Nn/HU985r/B6KUcfCuLryd/ECnnABeKL5/ruQHgb//4Nj7wM4v48v4iPnev86JEkdG/bZlzWIne28jEiI/FuQb2wvc53rgBENp9scLzxE19uwhnmJ7WQSnBX//pqzi428qpDovjXJfhRpe0Ty8ZOkUyIZKMwhgVY6w8YBuGZWvlio9EQkKpxKCpgmt3cupi7/D8+IRQ8zM6EpaEje3KmcYpxWisYDQrChXJ2yDVnE4pOMm7SCVkjOWE2ed5TKQsddoxok3CMV7G4QUGU7Umbsz7GUxiDL01/bq2JNKSzQZMeNMWmmCVmofj0xpOTllfhmYiIWF53sTuvVqskc4oY6ufNJVgLUi/Hh27GM2pSKdkaAqBzyFSzSfxkkTdysrC9Gux5HXlB57l/SdMikwqSDVzHz5jMDTA8yioJIMQCoDCZ2I8vV+CNo6W5g2oCu3Av+gaxdSE1vXmnFIgleBIJ2UkExpAKMqVaKNmZkpDOqkMhH4J2b9xb87b2cVjORW+z+vbWcJqbLdSYCbkBzRqMikZ87NGvVBqEDUjQnRdGP5yMH7fzGUFxOJAzWZgjEOWhZlQqfY2EwZ9LxdWWo24dl2+kMDV66VYF+sJU8JoToVpSgE6gSFhCgSIqojtolc6uj15OIjWlkwwHn9Sg1Igk6JImIBEBULDdgRCo1tp2eKcDk2Lz+NVFIKVBQPXtuKbymF53PWtMmSZ1E1pyxSpQMuUIMsizdpcCDeIciMKpie1vsVuvdRr8YpSkRqnwffs+2Kh4+jYwb09+9wM9FC6RjrM6mbNz+g4ybt9zfL2xGWIJzk8tuG6HBfXEzjsUkbZSxdWLNy8U4n1/VxctVCuRmOFmkUJkMsqyKQU6DoFeDRTOEoriwYAEnsfeWTdwNWNwa7L5mZ0mAbF5nYF68sabt1xkEoCusoFQoMTODbBaZHDPuNt0sSYgtGs1nPCQVEI1pZ6FzW2K+Q1Z9JKgAGiKJU9HB4PnnBPmBImxtSe17XtxYSDKkQWJZp6EsJyZssU2/LhkY0LqwnceyD2kebugvrCpCyMYYDA931UqjXYtg8QBZ5H+l5bUAr84D/O4Rc/PI3Z6e54vH8oYozhS1/6Ep577jnMzMzgE5/4BB555JG3+20NNdR3goaG8lBDhXo7DOWHVU73nab9/X3k83msra2d63n4Nz4P7J+PcwwAz3/03+LRT/5z5C6OoJpdxqvqU9C9Ih7LP3/u5/7Sn+/i/T85h6/sL+L/jTCURW6rtxhjSCa1nr9DwfCuR5VgtFLotQ0XoErXx3TDXgCAZQDZrIZbW0d44a9eB9BIRt190JqW0DWCZEKp4yRkmYiUFoL0nSOK10oVH8WS19W4NXSC1UUL+003gZQKhmpzOk5VCCbGBKOQUqBSZTg8spGPkVgCGqVu5R4J234Kx3jDtLCqUEgygUTE382YSAqXyh5kiUCSKGq2MOz2D92HZogvzhkwdIqN7UqkmdOPRx2qzoxMKcK8ZRBlSicOkpY8EHKiWXHxE6FZ0quorFlhGZJlSpAkMdqfD1J2zQZ68+sLQ9zAzt1aBwczSpSIlvarMZnMQDiGbmH/0MHhsYvVRQNbtyoYSUtImASSxOB5DDWbo1gmqAy+HlPffoul3qk7Q6eYGFVxa8BtPDTBJsZUSBLBSd5DoeBh/8juOpIbpZG0DFXtXhIJiO1X1zoT4gA6TOUohWPHI2mB1AEHKkESLJwOmAo55TfKkCh6jt+3lzqFKct+iJBw+20uIF1ZMLB7v1ZPWwICuTOaVVtMsLgGY7igc/tOtQOjEKVH1kVJ5SBGYJjefrDv4OjYaRRr6eIDqlQDE+wMablQlIrUXb7o4u79s+GLopROEmQzFJrC4PkMnid4/nfuA4Ne2lEqeKj99v2lgMfbnhqVZYLVRbNeUNuuEKGRzYjPlhCCmu0LJnobniREjVzbKteP8RJFnS+s62K6Rw4Sw4Dgf1YqNjgoAEUUkfYwmNrN6nRSRioh406Am1HVRhFrM/qlG8s/SuHxd/t27wkHAJgYE/t+r1KzKKkqwcVVgcbSNVrn3tp2sAB1FG8yY3HOwNGxg2LE+xTbr4WTvDcQA7/re25KsyoKAWfCYNR02jF9EFfryzq2b9f6LrYtzRuQZYLNtumDXknthEWQtABFFrxmn1HUagQneR45PTA9oSGTlmMfi85SEpobUTA9oeFaW+q5W8L95LT74p4siW3o9bZ9Pzz+bt2stKByBlH7fitwN0GggIjrZlUR14qKQuH5HKcFD/fu186FqWp5DxLBB9+Xwy98eArTk0MjmXOOL33pS3j22WcxPT1dN5L/oU0ODzXUOTQ0lIcaqlm2/fBubuLozTffxMTEBLLZ7Fv6um+3Tk5OcP/+/XOv/vJv/Q3w4Oa538+L/+Of4sJ/9xPIrmdwOP4UbtBlSMzFUyd/de7nfvlzu3jPh2bx4uEi/uJu698rS4iVrotjKAPA4oSPiYnG713dtOGT3o/rhr0A9zE3a8JxfLz+/IsgzIfrM/gege0S+D5FzQbKVT5wKVm7JsYUjI+2mjHNMnSKkbSCe31u3tJJkQQ2DArOgHzJxd5+o/k8lZSwOCdGak/znsBIWAFGQovmlDIGuAOM8Ro6wcpiNF82VPOItKZQ+IyhXPZx0IXL2vF4CVhfTaBU8mIVJD12MYHXBkwKA4IHK8bPZZzkXViWKOSzHY7TYnxswmOXknitC5syNMTjlhf1kyQRjGYVZFIyDEMCZxySDHBG8MZGaWBDnFJgfdnqagyFCovK2lmNskywNGd05eeahkg16xoHIBAtlapgNbffnIc8yN0BSn9MQ8JImuLug3i/ryqCj3x4IljlzUV7ImWnIpMW+wvnwRhvjxKwbEaBLJMWtAQhwpCpVPsv6IyPqsFkwuDJ3ourFjRVmGwcBI7jo1AQBWv2QyqYmp3WkUpIuH4jekFned7Avb0aanbv1yNEfFYjGQWGFpQu1hhO8iKdNjGqYeMMWKHZSY57+6TvvpVKSlicNbG9Ey9112wwyjIF8zmKwWRGt6K+MJl670Hv8e2zcFkrwTFZCozg41NRePnoRQuvXysjmaBIJQBF5uDw4boE1RrBaQFdF/d6GVsXVi3YNutp9kWVvcVReH6YndLAOCARsdCRL3o4ybsoVfzIQt2zaCooR7t+o9yx/ZqGmHK4cau3odmyuEdFaVm+5OMgWIAKi902tysDMa8zaXHsibPoIJjVFm7u9ObTh+eHsNOBB2V7RxFlexNjKnwGHAZ4KiUoXbu/Z8cyunsy39GYanDr00ji2mJp3kC+4AUsbgm5MybcVxYMPDiwI68pQkRHN540IIoad+5W+x67QompFwLL5JAlDko5VEXC3iHHaSHWU7To8oUErm2WeiJu6qznzcG57i1JYYnA9bjg45+4qFRZ/bpFHBsNbNys1Pe7ehmoKUV+t5yHC5Ot3203/EZ4bLy9W+soDQSazg/B4h7nDIViDcWij0KJxCqnliWCf/L9Ofz8h6cxNd7/fuK7Xc1G8tTUFJ555pmhkTzUUGfT0FAeaqhmOY6DPtv+Q9WNGzdgWRYmJyffstd8J6hUKmFrawtPPvnkuZ6Hv/a3wL2tc7+fv/tfv4ilf/5+ZNcyuDH5gzhEFuAcTx3/JSScD3x37e+OMbmUxJtsFf/57uWWfzN0dOWuNiuuoZzUHTyy3mhl3tiuwWa9EwjdsBcAkE4QpNIqXvzCJuyTI+QLLkoVBlUhyKQlGHowdsxYkOijKJYRq8wNEOVtALB1s9I3sTuaVQJm3mDfByXAIxcSMAyBo6AgKNd8PNi3cXLqPbSk8PioKkYlb1W6GipxFHICLTNIVjkMp6ei+CmZCAzx3erAo/NrizI2b/V/jK4RrC21psSBaCZx3bxNK3VOYKUijPF2U6rZ1JYosL4iEuL9DHGJCtyBaYgbN6UliScggFGIkHLVx+qSCXBge6eKtWUTd+7W6iPSkkSE8REY470WdmSZYGne6EhxAQ1kSjdDERDm29yUPhAehhIgk5aQTBAYmtjHyhWOfJGgNCBS2tCATEbB/b3uO6ZgiJu4FVEYmE7JMPowkcOiqrAEzHUZimUfB4c2LFN83qWyKP+Ja8iEGsRUlsL0a8nDbpDenprQUKl49QmGbunQk3z8MqW1ZbHYEmcMfXHOwN6BPXCp1PysDsuQcHOniuyIUk/ZeZ6YLIlTaAmIfW37djkyXT4xpmIsp2LjRvmhJeDSSRm5rBg/p5SgWvORtGQ4LgNjgxXPxVXIM43CKPQqGpQokElTWCYgEQafMTiuOI+Vg682RAi0m9VxdJa05fqyCdfjkbiacHogYYnpHM/j9WNYX3RWkxbndMGO3+597hX4j+5J616aGlcxNqqhWvU7MA9x93/ToJga17oeOzMpGXMzetfF6EGk6xSjI+IYpigUnsfAOFCzXWRSGsplHz7jUGUCKcDdhEV7dS64w1AN8C+DLP6EpWu9MDbNIkQsApm6D0Oj0A0Nnk/qn224gDQ9ocF2WH0B58KKhWqt/3k31Ny0jmLZizXRE2ppzoCstKaelSZeM6UcnAOuR1Eo8fp+FqWVRRMP9msdpvjUuFpP7Z9nIVqWA9NfF4xhVSGQFTFxpipifpAD4Ayo1hgOjmzkC2crA42SoVOsLZu4uXM2HjogjOJc+yJJ00KvIhP88AdG8fM/NYWJsaGRzDnHl7/8ZTz77LOYmJjAM888g8uXLw+N5KGGOruGhvJQQzXrrTaUd3Z2AADz8/Nv2Wu+E+Q4Dr71rW+du7CAv/FlYPf6ud/Pq7/7Cmb/6VMYWRvB1yd/EgyizO6xky9CZ4PfSDXr9NjBwd0Kjqcfx5/tPtryb5YBlGN4TJxzmGYrziJaDP/oslIfe729W0Oh1ttQ7oW9oGCYmTGwd7+I/+9P/h6LcyJt1y8ZY5kEyQSBqnBQIliirkdRrRHYDsfSvIGjYx97AxZiLc4Z2L1fjTV2T2l489RIkbUzcUfSMrIjKky9NRE4iNm1umSCEmGKD2KEdJSlhEw8qfE7YRFOmLhWNYpSyRemks8FkiJmqhnozQQezSr1NFq3cc5BmMLNqTVKAdfl0FRAkikcR/xdsiQSPTy8Kfc4XK9RYFWuDH7jpioCOXF00mr69DKFKQVGg+StpoobsnbmbbMpTEgjodiNUdwuXaeYHNMGGl9eXjCgBOPIrXxkgpGMBCNINbuuj0qNIF8kXfeNZEJC0pI7Uv7hOP1Gj6IyYHAmcrMW53Tksio8l4Hxwc1boL+pbBoUq4vd09vtpnI3qYpgoqeSMlSZwGdccLuPHdRshgurCZycun2nJdq1MKvjoEd6t1nrKxY8l2E7xraVSsrIZhRoKofj1OB5QM2VcXLitSySrC2ZuL1brZvGvVAjzaon8Qypg/kemmm+H3RigywAACAASURBVOy3Dmvhgo+PCrM6LN+SJILciNLYz4Kiqqh0aFxlUjLmZwRWptcY+lmmNHSNIJMiMA0OWRblesUSRb4EDNrf3GtKA2hgQE7zg29bQLBIklGQTSswwvOZzQRCo2k/W1s24XUxq7u+t2BRNu6xf35Gg2nIPbctVSXBApRYJPEDzMPRSWdxbJSpPZYTC7jtxW69pKoECVMkhqMxVa24m3AiY/deDVMTGsoVP7LI8Dxle6pCcGG1f2p/EIX4qtGsCk2lIEQY3pUKi1Ws2a7ciAJVpX0XUVYWTXDeO/UcJUMnSCUATeUghIFxCtsmOC1wOK6YYBNJcRczUxpSCRnXt1q3rWbGvabRYDLlbKZ/Oz5jfkZHoejhtOC18JrrkyThfnYcv9vDMilWFgIOcwzEV9Tj26c4ZFlgM0LGPcDx1GMp/OgPjmF8dGgkh0byc889h7GxMVy5cmVoJA811MPR0FAeaqhmua4L9rCaR2LowYMHKJfLWFlZecte850gxhheeuklfN/3fd+Zn4Nzjuo3vgDj4PzIizf/76uYeP8FpC/P4+uZH67/fOXoq8ji+FzPzTnHt146gbP+JP60zVAG8wEqRT+wTapCoaj9f3dh3MNkwEXbP3Swd9q/8LFW616mlBsRrLc/+bcvwa46WF82ceNWpecYYpTGRxWMpCnu3HNgGYChC/6e51EUSuhaqNSuR9YTuLrR/cZWpHiNroU/3YramtXBi/Q5CiWRtrQdLjijARbg8MhuuZFRVQJZoqASAeE8cqy1UhWjj71Os6Fp6ditxtKjFzpHqNMpwTgOeZGlkoPjUweFYuvJmhDg0prVUnizNG8ESbX+SR9KhNk1aFptakJFbkTFxnYZvo8ASaFAVRtMw8OjaF5lXI2kRVKtV9JHVQlmAyxFXJmGhLGcSARqqkChlCs+tm5GJz77PVcuq/QscKoXBha9nnzkKAmEC0c6QaFpBIwx2DZHuUJQKAv2pWFIODj0sLpkggBdURxRGkmL4sn9mAtBAgchR47TA23mrULg+YLL2m2RJMpUDhdCNpvGkbtpakKkJQdN9ycsiuUFC/uHNgxdqhda2g5DvuB2cLu7aX5Gx/FJdKpYloGLK4k6auS8qi+SpAK2NABdFSlx01RRLnudKcuHsKADiAUEPSjBi7vIZugUozkVSUuGLBG4PkOp2B1PEiarBzEUL18Q5464pk846t6OsSEESCUokglAlhjAGRyXoFIlyJe6IzSiePIhs/o8hmK/8XsAME0JxZIPSRJle2EB5yCpyH48/NXFYOIoZnlcN7Xy8cUkSansIZtRcHTiIptR8ODQgaZQcc5VQiSKSJSyEInSzEGv+rG3kxDR0Vx+KEsE66tWB1NbMNyFwdjAAPXnjBs6xeqSiZ3dWk8eenOJoiIxcO5BU2WYpgaJUtFT0XR9UbMF/qVS9QVaqK2YMJwkSVhS/domLITrtdhlGhKmJtRI/Mn6ignHORvruV2qQmCaEgxNmMSaBlDqg8KH5wOUUgASqjbguIIxXa76A6OsohQuUkThM3Ij4vu9+6D7sVmWBa85nZRbrm2aec0Ji2Jp3gom2fyGMaxHI9ccx0e5UoPrcjAmoxb8vb2u1VSF4EM/OIaf+6kpjGb/YRW+R4lzjq985St47rnnkMvlcOXKFTz66KNDI3mooR6ehobyUEM16602lI+Pj7G3t4dLlzrL2r7b9dWvfvVMhrLrurh79y7u3r2LCzhFrnT/3O9l+69vY+TJeRjf8yi+pb8HACBTDnb17/CusQfnfv5XXioB65fwn+481vJzx/aganKs55AooBvdC/ZCmYqDxy6JG7tyxcP2vf7P3wt7IVGG6SkDr359F6+9fANAf1O3WesrJjgTN5m9TiuWKdJgqsLg+0yUvBRI5Bhv1Ajz7LSOdFLum7QEgMsXE3jjDEzh0ayCuWkdpSCpBC5uGI5P3NhM234SnFwL9/ZqkUlpSoG1JQvXb/Q3dRVFpMDqhh0TvMiQK5sv+nUsQFzJMsHinIGtGEbk2rIJzhHrdwGBthjNNhXtOQz5fGfRXrPmZnQkLZGGi8NQNHSKsVEVOwMU1TXS2w2cSVeecFMZXLe/MZ2UO25MEybF0oKJ3Xu1no+Po870EkApByU+CBEp0mqNoWoDhSKJjagBxI01oaTOFY3S+ooJ3+MDIT7alU4GiyRN6Jd8wQUJjNykJfiqg7K3J8c11GrxTOXRnIqpMVWY1T2M1TqXNaVAVykY56hUfRwdOx2J6LlpHSf5RgpTGAwmdu7WkI/xnnSNwDQkKAoHgQtdk2GaOiRJmMbtKctK1YfjMCwvmDg4cmAaEk4LLhKWLMzboBiwVDo/W/rCqgXHiZ/a76dwimN8TEM6JUOi4lylKBS379SwfxQ/ERjq4qolFoN6+KjjTenXQTEgsiQQGqaBYDqHwXYEQqNSBdaXVWzdcmAa4nu/daexACbLgldvtC9OUmGUep6PcrkG1+PgkOG6pKfpr8jAhdUE9g4cHHTZXxuMXhmyDDgORzFk9Eb87VGm8sUVE5Uai41RCGUaFKYpw9AJNLU3KzuVkGA7HJZJUSx1IjSOjt1z35iOj6oYz6m4dqMc2SsxKL4kTGGnko2F6XLFxVhOR80WpmAUuqnWlvQfdBtXZJF2v7c32CJFKtlYmI5iYTeb6gRify9Voq8hNFWUFsdNg4e4m/ZtbmnegCyRjoVPSgVCwzQErxkAPE/goPLdBwEiNTGmYjSrtpReRsnQKeam9TOlvMdyCuZnDKgqgW1z+IzjtCBQNedBpDVLUyl+7IfG8LM/OYncyNBI5pzjhRdewLPPPotcLodnnnkGjz322NBIHmqoh6+hoTzUUM3yPA++fz5m7iAqlUq4ceMGnnjiibfsNd8pGtRQLhQK2NnZQaFQwPT0NGZmZiDf+iaw/a1zv5c7L+0huTIO9u5/jE1pHQDw+jUHc/Z1fHD29rmf/+tft0GWV/DHdx5v+fkghjIBh2nFuUhkeNcjoiiJc47XttD3AqoX9oJzjslxBbWKi//871+u/7xXWsk0KFYWTewdOLHTjFES44USEhYBJT4cl6FYEibYwhzFzi7DyqIGxyV9y72aJUkEKwtG7BuD5QUDqtI7xaupFGM5FcmkBCVkyAYmTZz0zNS4uKmJU7ylKgSz04MlbQHByV2YNcRnRdCSarZthpO28ehu0jWKyTEVtyI+c00V5TKHxw4e7J/9u2+WJBGMZRXksip0jcD1BIvV94E3NwdH0nQzddu1NGdA0wMswAD3fC1py8CwK5Q8HBwKkyadkqHrFHv7jiikzGkdpiWlDdSAoVOoKoUsUUgUAAEcx0W1aoMxAhAFjouuDNqkJWFpwcTtO9XINFw6JSGdIFAUVk81l6piP4vSaFYsbDUveITm1eHx2RK2qkJgWVIj6R/BKfV9hmRCQbniQZYFs7uecD+On7bsZyqH7OKHURRpGgHzNiGJ5K3LIUlAPu9gfFTHacEDoaRP8Vz/MtAoiWS1idt3WlOQC7N6ZAr8LGxpWRLf+1GPZLVEUf9udV0SnNI+HHRRYNUw09ZXTLiuQDWsLJq4e78Kz0ej3FSl8P0GW7rXtMPakonbd6sdx+XZaR1J6/zfu6oSse8GXFYxis5ACYNEGXzfg+uJF3CbJnQGxWh0U3j+jbtIEaWuJZEFD+M5BZs3y1hfTuD4xEGx5Ili2/aUJSHg4HV0k+1y1IIJnXKld8oy1NqSCb+tPO7Riwm8cb01aa4qIh0qFk+pQNVUxKJOv8mXmSkNqWSAUYhVMpvA62+WBroRbi4mXFsWCwkNJBQJrhc87B/aA7Gwm2Xoov/g9jm+93bpGkEyIYvyumBxj0qoL+zZNoPno/U4NUAavJtWFg2A40yLkooCZJIEusZBJQ7ORJq5UOKoND2dKKSUcW0z/iQFpcDl9fj4HHHNZWJju4yazSBJBI+sWS2PbzbyOfdRLFVRrgCFEmJNQWkaxY9/cAz/5T+bQjbTP3Ty3a5mIzmbzeKZZ57B448//pYayc8++yx+7/d+D6lUCn/yJ3+CxcVFfPnLX8bnPvc5uK6Lj3zkI+fuEBpqqHeQhobyUEM1y/d9eIPOMZ9DD4sl/J2oF198Ed/7vd8bjLBFizGGvb097OzsQFEUzM/PI5fL1S8M+NbfAzf+/tzvZe+NPLSJFE7f8+PYI+PgHsO//6yN75/ewU8vb577+b/5qgM2t4z/Z6fNUHY8qGo8Q5kzhkSMYj4AmMm5mJ0xAACvb7jgtP9FZrXqdb2ZUmWGiQkDn/uP38DxfqOuuz0pHJqim7f6j5+3i0CMY+q6aETXVAJFDkd3W9uzqcRBweBzhkrFQ832USpz5IsA5/EuGjWVYmK8e1JVkYH11QTyeQ+79wdLXrX8Xc035kGqqhIUppyeeo0Ub58Ed7sMncAyOA5P+v9uiB7Y2I5OXjWrnmpOhQVgQKkijObmJE3CkpBMyHWuYjajYGZKw8228fB2NY/wGnUmq/iO62ZaaEA4TemlqiiDXF0y8WC/kbhLmBJyOXGzK1HAjsm2TKdEsridCSxYphZK5fjFRb3UXPpj6BSphCzM4WC3F6PZHKWSB9vhfdvgB9HkmIrRcxSuKTJBNiPBMDgkKoo3qzWgUCIwdCKSZj7BwpyOnbsOCkVPbJemLPbhbuPoIcvSZqjUopNpzVIVgQVoLoqcGFPhOKwlzZ0wJYzmWkfl80WvnrBr+WzG1Tr7MtSFFQuOGz9he5ZtOZ0UBYWb2xWkU3LLcaFqM5yc9h6Vj6M6BmS7e7J6blrHScFFKaYJ32rYETCOegGU6zIQIBLvc55tWaIiBXla8HCvbfFncc7AwZHdlR/fPO1AqViEEscFYdgtzYuixEqVYSXAv7RPUsTdll2HodrHTAtZ5WEKcmVB9BFUaxyEAOkkRdICZFks6jguEaiaEkePe7UWhQV1ZymGbd+Wm5n+zSWKnHMkLAk1WyCbKCVgPkcppnkb671AfO/lit8V+3Nh1cLN25VYx7WEJSE30pnCVlVAkaUzJU4vrVnYjIE9qmMUtlrPvZfWLWxudz5elO0RmBpDIqFC01TYDu+5qBNOt/Q699a3ZV0KEsNiW6ZUfLcCE8LguLx+zi1X/Pp7liWBYtoP0u6XLyRwbbMEKjWOC+GizllwKqHWl0047vnwGZ3HZQJKRN8AAYMkid4B2+FgjKIW8JoHMfIfuySY4t2u2UbSMmandTHlEBEoiLMo0bGoA6AWTm0dO9BUin/2I+P4mZ+YRCY1NJI55/jqV7+KT3/60xgZGcGVK1feciMZAK5evQrXdfH444/jIx/5CCYmJvCpT30KP/RDP4QXXngBvu/jR3/0R/GFL3zhLX1fQw31bdTQUB5qqGa91YYy5xwvvvjiuVjC36l65ZVX8MQTT0BVO1O3tVoNd+7cwd7eHsbGxjA/Pw/DMDp+j29/C9h85dzv5WSnCmoZ2H7PR+ARBX/xxRqO88ATuT38i0uvn/v5r2/YqIwt4z/utCbRXceDEtNQZj5DMhXPUDYUF49fEp/Xm5s2PNL/ca7L4HRLxjKG6WkND+6c4vDGTVACuB5HueJhJKOiWvOhqRRHxy5UlUBRKGQpZMEFN6QIDAeP10cdHZfXTSXb7s0UBoDZKR3plIzNbWGQJRMSTINi70AYMJIkUrcJkwgDzPdRqTAUSkDN7jzftT8eEEmiueneLN4oRZlLskQgS51JLc6BVErGyakLXRfojHqStRg/pZROSlBVKXKc+SzFcf2UScnINqWaKQFqjodUQkWx7ENqMv7r5lLAZK3ZnanDuBrLqZgcV7F1sxLbnGpmyOqaBMYbN7qFAEOQG1FAiEjaJkyK5UUTu/ei2du6Fozw6hI0LVjskMT2DYikrOcLbqfYphnKFa/lZlIYZAkUS4KPPJpVwBhwfOpC10TCPZGQoEgErsfPjCFYWTTqpuVZOmYJGtiM9tQhCMAZhywxuJ4Hznx4vig6KpQJTvPkTK8ZpZBhe/NO9L4YZSpHSXBOVYykA55wsKgDAIWih8kxFeWqMAQHLZ6L+7euL5vw/HiFVZpKMZpTYOoEvleD5wMek3Fyynpu/7PTOpIJKXbScnpSQ6ns1feHOAqTls37YjIhzFvTlEDJ+QvLdE1MOfTjCs9O68gX3IGO02GpVjYjSst8LhKMNYehUHBRs/mZ0uDdtDhnQFUpNrfLHdvK/IyO43xvU1+RgZE0haFzEMLBGEPNFgiNauC1jmZlTIzpAaOed042yMFkQ8w0eJTE8dHCzZ1K/fNenDNweGy3lOiF5m3CkiFJ/REazZIocHEtgaOTeNMtS/MGDg7tSCZ5L60umWBMpN2zGQUjbUWGcQtDlxfEokTUooZIvyq4tlXqui/2enyUlLZFHXAxDeN54jsNTf/myYbQGO6FcuilsOT23oPO8+Lqool7e7WuixeWGW4LEuSmqa2DiHPaxVUT5QprWUAIr6msjuJiAoLw721ewAoXn6O35fkZHYYu1XFha8sm7tytomaLRZ2kRZCwAEViAOHwfYpyjSCf55EJ5vVlE3fuVVGtNf4xm1EwM9ko9Oul9RUTO7vi9QeRaVD81Icm8NM/NoFUcmgkh/fRn/70p5HJZPDMM8/giSeeeEegLX77t38bkiRhdHQUn/3sZ/GHf/iHAIAf+ZEfwZUrV/De9773bX6HQw31UDQ0lIcaqlmMMbgPa+4wps7KEv5O1ze/+U2srq4ikUgAEBcFJycnuH37NmzbxtzcHCYnJyFJ3Yvo+K3Xgesvnfu9lI5deEoa15/8ORwdevjcC2IbWEzm8T888fVzP//hfg032Tz+094/avm55/qQlXilfIMYyuAcTz0iQVEotm7aqPr9H+cFiY1uMjSOVFLBa1/6BlyHgzGOTFrGvQc2xkdVVGsMhk7BGEe+4OPBQW3g0rIoESKSg3YXNudYToXj+B2s0nYlExJG0hSqCoCJ1FypwkFA4PrCnLUMCTv3HOi6uCFvLzg6r7k0mlMxNS6KbSpVv+v7D02PkYwogvF9hnyhhtO8j3K19bw9PqrCthuPt4Ib//sPohnM7erHOowySm3bx+KcUU8fMsahqo30redxlMrCRDhP0nZ5wYCiUGwOUO7VS6FRms0oyGZV8bdKwd/IOBybwXsIqIF2haVud+5WO8zPiTEVts264hcIgIQltodkQgMJR8/zbsv3K0uiMLFQ9OuJ+l7YDELQcUPeXOjU7fNeXTRBqSjz4zx4/04j6StJQC4jwzQgkmCeD7sGFMsElZiB70GS1e2vH1dJS8LivIH7ezYMQ2rBkwyCqumlsGjv6NStJ/nPq+YCTokKI5SAw/OBrZuDLxxNjmuwA6xFL4UJ2+tb8VjlQNOiTlqkFzkXDPfj02jOeDopYWHOwI1bVZR7TDk0a2pC4EvicsdDNMv+YSeOKTTyRRkrFYVlEdMZcRQ37T41oQmsyOngJ8vFWRmKzOEzFiChgHKV4rQgcEAPQyNpGXPTBjZuliOnjuK+//a0JUeIWXJRKrtYW07i3oPawOn86QkN1Zif38VVC+Wq37MUNVS7ecs4UC53Jm/bX39+RoNpiCLSOItNUxMqymUHhQEqHcJpoOtbjeNjHa3Tdhw7PLYHNiyBxqJOP2zK9KSGWo0N3CExkhaL07kRFSAc4I2S03Ll7IvPUVqcM6AoYoG1XTOTGmo267ndUQpkUgSmziEFvGYxQQAYugTHBSSJYnJc60ii99PoCOAzCSf5/jusaUj4qQ+N46f/6SRSiXhBlO9mcc7x0ksv4dlnn0UymcSVK1feMUYyANi2jV//9V/HZz7zGXzsYx8DYwy/9Vu/BQD45V/+Zbzvfe/DRz/60bf5XQ411EPR0FAeaqhmvV2G8tNPP/2OOQm+Vbp69SqmpqaQTCZx79497O7uIpFIYGFhAel0OtZz8J2rwJtfPfd7cWoMeWkKO498CP/nn9bqF7EjWg3/87tfOPfzc87x/EYWf117uuXnvs/qZUr9xBhHMhm/aGMq62J+1sCduzZOq/GM6FLJASFd3g9nmJ3R8epLN0Aq+Rbmq6FTjKQV3GsyTSgFxkcFo05RRBHJ0YkTy+QEgERCwvKcgbt9UmqASJ7sHQye5BT8TwvVqidKyygLWrUZ8kVx0/AwtLJoQJa7G6Oz0zqOjuOZr6ZBBc/QkiDLBI7DIcsEp6c2xscNnOZd0G8jk3Vp3sTd+61ppZkpDad5NzJplUnLyGUUGEGquV8CTJaACysJFIIUb5QehlG6smhAlgQXe2pCQ6HkoVLx66lmTaNggQEWVa4WRxNjCsZyAj3Qi4s9PaGhWPIGHhfXVIrZaR0jGQkEBATCYDw8cnGSdx8KNgMIkoOrCeRLXmQB0+S4hmrV6/sZWSZFJkWhqWL82HYYKlUgXxQ85PkZBYpMsb1jD2QkROEruin8Tja2o0eRQ3WgahBt5EcpTLvv7NZilf9ZJoWhS1BlBg4PuibBMHTIshQsYDWPowv8S832sbpkIZ934QYGBqUE6aQMVSUDsaXHR1X4Po88zq4siLT7WbAAUSJEpFizaQUjIwpUhYIzDkIJ9g9t3N8b/Dg+llPA0bsoMvxO2nnScZVu4pxSSmC7ogzusKkwVKICC3B66racC/spkyLgnCHfhVnerpUFA5R2FpWFEixsCssUpbqcM9guQaVCYhuX4X4SxyDLjShQZIIHB4Mx8y1TML5P8x6SCQmMCSOXMVEofHgSD8mSG1GgqgT39zpfP0QYneS9h7ao0ygyFAvONCiw83yOa1uD7yfpFEXCVPoy/cdHVYyPqri2GX9RBxDm7UimqS/BYTgtuDg8cjvS05ZJsbJoYft2BaWY56NMWkbSlHEnJhos/E6OT92OJHq94DQp15E6laqPk7w78KLL8oIBQghu3Or9nWRSMlJJCTt3B98+JkYpkgkxPeC4HJwROC5BvsjrEwT9lEnJSKXkrvg1y5Tw4Q9N4MM/NoHk0EiuG8nPPfccLMvClStX8OSTT76j7qErlQo+9rGP4Xd+53dw5coV7OzsYH5+Hp/4xCcAAB/96EexvLyMj3/842/zOx1qqIeioaE81FDN4pzDcR5OkVRcvfzyy3jXu94FWf6HdaHwxhtvoFaroVarYWpqCrOzs5H4iyhxzsE5x3/48wPk944xm7YxYdnI6TbSShUWqUL1K6BeFSSmM3FHuoi/KD6Fq9tNxViE4be+74ugD+E65W+2xvE35daEMmM8GKuOJ12XYhvQIfbi8MjB/ZN4n2v+tApZ6T5Cl7SAasnGF/7sGx3/NpZTUav5fU0x05AwMSbYloBI/Tw4sOvm18ykGBXduNnb8GnX+rKJrVuVWKPe6aQUmO29DZ90SkImJUFVOJgv0rjFCkex1P87U2RgfSWB04KLu/f736isLJq4vVsZONW9umSCEmEYV6oekolGGrAd8XBWTY2ryGXVnibc4pxggsb9zlSF1Au1ZJmCMwY9MHFdj39bmKzhAkK+2NlMPz+j90xUW2YjARaWKHXj864sGJDk6DH3bpqd0nB0Yse+CQ3L/LqVOIoEmAojZrlalBKB4XPnXq1vAnRqQuATBuVmUgqsLxuo1jwAAqXheQy2I/azcszQ7eS4ilqte9J7cc6Apj2ctLuqBttumGRlHKWSC9txMTuVwGnBA6WAogSLHGgwaF1PoIXq49kRJYq9ZOgUq8sW7t6rtSzqRBUlhopiSxeKHvabtt3RrAJCCA6OHBASpDkr3TnistRY1NFa+NHRyJtqUMZWrTXQRvOzOkxdEqWXTZ9BaOSboZEfJNB7FYZmMwpUpdPUrJeh3Ryc69+s9qK9OtZJahQMui6D6woO+tGpO1BqPpOSYZlST1PxwooJ2zkfX1ZVCEbSBLoGECJQCLZDUSgCNQeYmpCRSijY3K4OtF0mExJGMkpXU6xZIeu5HZuSyygdRa8JS0IuKISLYmE3/95oVq1/NmES/cG+3XcBqI74MRuInzquijamkppZ6OVggXJ1scH87Si1RCvztte5wDQkTE2I6aV2TU9oyKRlXIuJsumnsCQzYcnIjagBn5eDUCBf8LF3YMdO/IfSdYq5aT0yBRxKlgTSZO/AicR09X0NLSy7FQgNP5ggOGorGF1dMsF8ju0BUF+aSrE0r8deEJgYV5ELmOiMiePD8ryJa1uNkmDTIEglAFVhABg8T6DXCmXacc2gKgQri2ZLyXDSkvDhHxNGsmX+w7o/jBLnHC+//DKeffZZmKaJT37yk+84I7ldn//85/FzP/dz+JVf+RXIsoxPfepTAIBf/MVfxHvf+1786q/+6tv8Doca6qFoaCgPNVSz3g5D+Rvf+AYuXLgA0zTf0td9O8QYw8HBAXZ2dlCr1TA6OoqLFy/GviDgXDAEOefY3XPxP/1vhz0vsCXKsZB1sJB1MROYzlmthpTcMJ2JWwUB8Pfa+/Bv/m6m4zl+8z1fRko9/zbx/M4U/urke1r+lkEvhBSZQNViXlhyjicvCoNuazceVsO2vZ6GJgHD1KSGP/43L8G1O2/SlhcM3L5TrSe24opSUfDne4Jl5zOgUvFxcOLELo0CgMsXE3ijR/v2/IyGhCVjY7sy0Fhiu1SV1Mf6KWFwXFZPNesawcSYhAf7AqkxiJbmJNy846FfCZOqEqwvWzg6aR2lv7hqRY7atpqhgpedL3jYP3R6fldryyYwQGHg2rKJ7VuVgb7/qQkNuRGlBW+QSQc3us1m6KmLo2P3TBcfSUvC0oLRNzG6PG9g90F8UxxojPVnMzKSCRkcwPGJe6ZU8/SEhONT1nNEeWnegKoIs/osxqiqEIzmVKSTMhSFwvc4im1j/SGzulepW5RmJjXkS16sfdbQKVaXzL6cXDH9QKFrItXsOAyVmkg1t4/1T44L/EH4HYflXjWbxTbhQrPF1CXougRVaRiG3ZA36ZRIaB6futA0YUa1pAHzhx5MewAAIABJREFUAv9ynvHtsOSpGZfTrtyIAokS7Mc0aygBcgGSQg9K5wAOSilqDgd4wCn1eZ13Hy7qDLJdtGtt2YQfkyfdrBBDkE7KUBUKnwmO/+Gxg1KZIZWUkUxIuHvfxtSEimxG7UB0aCqpl2RGsdAZb0xy9CuNDKdotneqkWlO06DIZdUWnEq+6ODg0I1k5FumhLGc2rKtCq6whePTsyVsTUMYpYZOoKtSfVtunlxxXR+GDpTLHhSFwa4xMO7D8wmqNYLTAmIZmbpO63ztKI3mVEyNqV35sppKMT/b25QMVcdCpQUWCgBcn4OAQdckVGsMPkNjUgddFnX6IH6iRCC+k2K5c2Gym2QZSFmAZQKJhA5KZVSqrQu+skywvmzi6oYwFfvhMyQqjPS+izo9FmTD48rGjQo8n+PimoU3rpWg6xRjwSSUohC4Lke57OHguPvkiyQRXFqz8HrbNZgiiwmXe3v9p816SZEBy5KDYzOFKhNIAR9ckgj0AKUS7q/5oofDo3h9FIBI9j96MYnX3ix2/Z2pCRWZtILrm53nX/H4BF57s/cYACFAKkFgmYAiMwAcnk9RrRGM5WTce+DjJz80hp/+sWkkrKGRzDnH1772NTz77LPQdR2f/OQn8T3f8z3vaCO5Wevr6/iN3/gNfP7zn8cf/MEfAADe//7347nnnsPTTz/d59FDDfUdoaGhPNRQ7bLthzMWF1dvvPEGZmZmkMlk3tLXfStl2zZ2d3fx4MEDZLNZzM/P4/T0FK7rYnFxsedjw2MRY6L9HAAIIfhX/+4Ef/9mzDhfD2myj6fXfRSlUdw66DRe/+WTX8NcovsFZly9fH8Sf7b/VP3/D4K7CEUJh2HGx15MpF0sLhh4dYOB0HivlT+tQVa6X8SOpCk237iPq1+/Gfnvj15MdNxQdFOIUOhlKoWFT5YpgRAC2/ZxWnBxcORG3mQ9fimBV5su6CkVPMtqLb6pFKpfERsL+MKuy5C0JHg+h0Q5CiVPsC3DVHOJo1SJd/H76EULr18rR/5bNqNgdlrvOY46yOdfHy9NKdBVUk85J0wJhydnMzAurVu4tlHue5GwtmyCc3Q1H6LUnmr2fYZi2cPBoRNpwk5NqMiN9E5Wd7yvJRM3dyqxy8R68ZFNQ8JYToFlCkPJCYz8qFRzqChTO9yGS5V4/M8o9TNKAcAwKKpBoREhgnF6GiNd16zZaR2neaelqKtZIf/zxq3KwFzaZlECZNISkhaBLDP4vjDiCSWoVoHRnATbpnA8wNTl4O+loBLpbpRW/YFSrOsrJjyv1Rgdy6ngnHekImVZbLuWCTDfge9z+FzBaYH1NOCnJjRkMwqu34jH5hxJy1A1ir0YpWahhDFq4tZuFZSI7eDk1GspifR8jkLJx+HR2ZisYSFlvuD2He2PI0MXx2Zdl6CpFJYpQQsKYQk4PE8Yh4Wih3K1UU52noXEULkRBdOTGjZu9EbZdBMhQCZIsransIslF3PTBnbuVrG+bNVNuESXksz2wlfb5agFafByxe9rBIfFrfVkr0KwsmC0JDUpDRAahkBo+IzBcQlKFYJS26lKlgnWllqTljOTGtKp3gV1oSSJ4OKKhTc2BoAKQ2zDS3Mmtm9X4LoMo8F5QpVJsPDg1xcezqpBSwPjKpmQMD2pwTJlUHDIEgBKBUOYCSPcazOGS5XBjlXtGs0qmBzXcD3C3H/8kQRevdr980+nZGQzCixDAglwH4Vio4Tz8UtJvPpmEZoqCv3aJ8FCY9gyJGhaqzHMEfy9Xu+C22a1F/o9dklcA3HeWHjIpNvY3YXu0zqPXkzg6kbrtjozqSGVFCnxfufCyxcSeHOz/7bermSC4ke/38R7nmDwfRuO44AQAtM0O/6n9Jgk/G5Ru5F85coVPPXUU+94I7lWq4FzDsMwsLu7i8985jP4zd/8TXzgAx/Ayy+/DNd18QM/8AP4yle+Ahrzvmyood7hGhrKQw3VLsdx0Gf7f6ja3NxEOp3G+Pj4W/aab4U458jn89jZ2UG5XMbs7CympqbqaI/9/X3k83msra11fXyYRg6/D0LEDdTGLRv/y78+Ovd7nBgh4L4Hy6BIpC3cK3Syhj966Vt4LHfY97kYB2q+goqvoOopqPgqqr6Cqq+g4im4W07iWmmq/vue6/U0biPFGaxEzGI+AJrk4snLBl7bcAEa7wI0f1KFrHb/XYkwmDrw2f/wta6/89il3imNmUlR8DSI0deu0KBJB6U5no96gdLygonbd6pYWjBx934VtsNg6hE34/Vx1k5GaSUGX1iYJGI0/HbTqO5jlzpTLrpGkc1IMHSAEAbb9lAqMxTKFL7fei5u//wW50Q7+cZ2JVZbe7upHkdiNNzAzZ0KluYN3LpTRW4kGJOngO1wnBZdHBw6fW+UHruYwGsRpna3ZPV5JFEgmZDrqVtJInA9HxKluLVbxeHR4ImobknvZk2MqxjPql2RE71ECJBOAtkRDZap1DmRxycuTgseVpdM3LpTgaYK5EQzs7o5paVpFKpKIEs0QOcMbpSGpZe9Uryt+xqFzxjK5cCgieBmz03rOD5tHUOem9GRtCRcvxFvGw7VghrQKRS5e2mkRAksk+Ik74BSkVYEGFyXoRqkmuOm1bpJlgXj+7hH0V4v/ESUkgmpsa9JItWMwNS/fiPedECzMilRshnFlG15n0FJaLsx2pz0jVKIUzF1EYUM+dVRSIqw3KvboqEVGKWGRqBqUj1RSnscm8sVv2MbajZGdZ1iZlLDjVtVUArkRlSMpAWTFVywpc/CZA2LCa9tlQfahkMRAJZFA/Z7c6K0kRgOUSmKTGHbDIxzFAoe9o+c2EzbfqIBE/204OJehLlPKfDIWgKvX+9/DtE0gkyKwAgmCEKERiopEpe6JmF7Z7B0PiHiHBLnHFZHmsScpmjd10iTGdo9yRo3YStLQMKSoRsUisTBmQtFJjBMHbIk1RPD3Y7Na0tBcn+nWjdFR9INjntj4kFw3M+Cv5gYUzCa1fpuw5cvJHBtszTQtFG4r43lFKSScnDtDlSqDCenItlcKnt9i1bjKEyJF4pe5ALV+oqF23cqPXnsHcWLDPXU+PiohnsPasgG28pGzJLFUDMTBPkiiTw/tiuTlvEzPz6Jn/jhcRh6a6iFMYZKpdLyv3K5DN/3IUkSTNOEZVktZvN3uknJOccrr7yCT3/609A0DVeuXMG73vWud7yRHOqP/uiP8PGPfxw/+7M/i1wuh1/7tV+Druv43Oc+h+effx6yLOMXfuEXcPny5bf7rQ411MPS0FAeaqh2ua5bT8K+Fbp16xZkWcbs7Oxb9prfTvm+j/v372N3dxe6rmNhYQGZTKbjYuDk5AT379/HI4880vLz0EhuTiM3/xcAfuP/OMDmztlH5zQFmB0juLZVwWhWxuGxh5ERFdrIaMfv/uOpO1hIFFDxFJQ9BRVPhqSq0EdGYHMVNa7g3r6P47IM3gdV0Ky0UUO+qg/0vjljSCTjG8qcczxxgeL2rgcX8R5Xq7rwWfe/g3OO8VEZW1/fwOF+AXv7dkeak1LBBG4eXSUA1ldNuO7go85AY7zT6Jaw5Bwe4zA0wdbTVFpP0lVrfqwyrbhKJiQszQsGcxRrkJD/n703+5Elv6/8zu8Xe0RuVVlrVlXWXnfpRWRz7RZFifJIMgxbs1AwBEpv+g/8YEgY3OYL5duAIMMyNBZgDGZsWTD8YNjQAB7BGI4FDTXNIcSm1Ptdaru1r1m5RsYefvhF5BqZGVH38naLygO0QHVXVkZkxZJxfuf7OcC9rRQ+ifFAzsq/eKRTFEKQtNSbLiTRh+9TWDbF2WXy69EoUz/U8qIMVek3qwellHiOYCrPUs2iwMq/6h1j563Xd5jaE1keSwV54Gg4wNLHYYK2M7XEno2YueQ43UzWztH7kJlZumGFWGFSu4t3K1DYtoe67uLyanjS8pU7KXwc8fdbW1bAc6wQ63nWHSUxSL8rbJFDFJhRKvAEskjggy1SIXggv7gyUam+mIdxoG30nV3cjmcZKhOUlYUTBFZQ+KTIFBdXJhYLClzHx+mFCVXhWolSUQiNQ5ZI87x2Kq1VGtl0I0fjexUyvjvTdvOzEnS9uyiQECCX4ZBOkda5Zlo+GjpQHcFFD8uqDo6asYr28hMCCIlvKofb18kuDnEquWybi95sxuPzZtI80lo0k3exEJr7g5msKY3DZI5PVFTViaRQZZYG5yhg2gwh0cmgjZugHaYwMRpl7osCwcqSMrRMMBzrT6eYuegOSGGvLCkQhfY5TwjjUqsq4ylLIjOAaVAK6vmAYZjQdQuuT+G6fIuZPeiaESb3Q2M0ytTt5AkPYmEPkygQ3NnQcHo+misMxL+H9Gp9RYbjeLgpO0inAIH34fsubKeN0Ihz7Rz2/q2CuhilgXHUidBQZApCmbnIJo8A10XXot2we1FS3d1QoTe9Pl753U0NO3uNSKO7dR9O8xA7OhNuynbk9akwKyGb5SNRDYO0sari+NSI3VkQTuvs7Oto6C7Wigourk3UG14Pd55NPIQdD0lS4+F3q9KNjbOL4dempYKMesNJzIMGmLmvBovpjgPYrodazcVVKf6Exuy0CN8HLq6i76+TOQG/8V/N4b/8lWnIUjwsXaccx2kZzKHZ3Gw24bouJElqGcyh4SzL8ufalPV9Hz/+8Y/x8OFDCIKA7373u3+vjOSxxvoHrLGhPNZYvXrZhvLJyQlM08Tq6upLe8+fhnRdx+HhIS4vLzE3N4fFxUXI8mDDtF6vY3t7G1/4whcGYi2ivkj8zUdN/NGf3dx6O1fnKc4uDNxUmNGwtiRi95B94fvilwu4KI/+HV+8L8OijHmdU1383S3QG3M5E2fl+OYwAHiui3QmmQk9k7Xg+RS6E/91lYoJnh/8BVfgPFRLVfzNXz4CxxHMTjHTg+cIDNPDZcmCafrIpjnU6g5WlzWcnhu4KtldicPbGIdRClOWlu21zGpZopiZEroMEVEkmMlLSKfZGLft+KjVXVxcm7GS0gvzEnIZAU93GyONPZ4jWC0qeJoA6QC0eb+HxwYM08PkBAdFAgAPpumiofso1wBviOkPBA9em1qLx9ipEKGgN7uT1b1Kgs8AOvAkCgfCESgSS9/pugMfrPgnxITEYZTGUTbNYXlRwf6RgWqt+8FxVFI7LP8K019No53+AtpJa55jiadqzcVRT5N9J6NUEtsJS0LY9azZNGGaDkB4uB5jew4avV9ZUiBLtFVSdndTw+NgxLaXd4sg1Zy0/Gsix2NpXsbOsyYaerLEY6u8Kmr0viNR6vs+UhqHpuECYKax6wF6w8Vl6cUlLdeXFXBDzP35WQkN3YlVSikKpDVBQIkL22GpZtslmMpxODz1hqbdopTWfAg8Raky/HWiSHBnPZm5ryoUU5MiUh183mqd4V/CcymlcchlhRbndXNVhecDO/vxrkmqwmFmSsD+Yfz7W2j0dTLRgegUNitXs2LjZUIpMsHmqoajjuR+lHiOYGO1uygrriZyPDZWVAg8S7V7no9qzcHphYGG7j3XYlKn5mdETE70s55DvXY/jQ8/GY7c6uIJy8HCg+nh5sZGqWxDVdqLIZVaMnMt7rRLyCtvNEdjeTiOITRUuROhQVGro6+EsxcfsDAnIZPh8ThGQR3PA+kWL5tNcwgcDZBVwXeN8F5keWgG6XdBJIyN/ayJwryM07MmMmkB6RQPUSRwHB+6PnhCI47CxaNK1cHJkGmd1aKCy8CUjas2u5uDojBT9OzCwsWIRdQoLcxJ0A13aJo/k+awsqjgSUTx5dyMCMcFroZc1zqvDYOKFzkK3N1K4fLKGmjQRmkyuL/HxeysLCkQeNL63pbN8Mhm+K6yyVyWD3A1HGzXRr1moGkSVKroS3SnU4yL3hmiyE8I+K9/fQ7/xT+agSS++DRx2AXUm2o2DLYPiqJ0JZo1TYMgCJ+ZcdtrJL/99tv48pe/PDaSxxrr74/GhvJYY/XKcRy4vW0/P0VdXV3h+voad+7ceWnv+aLk+z6urq5wcHAA13VRLBYxMzMTa+TKsiy8//77eOONNyKxFlFyXR+/+z9c4vQyeeJgMkOgCi62n7W/WHaayQDwta9O4ag0mlH881/SUDaZGZyVTLz/JPn2rMwB+2fJXqNKHgifzIQWOQfTEwQ3evzXjcJe+L6PiQzFv/nffjjwZ9aKCiZyfOtvaZoeLq8tnF2+OPZgSmWJmJPArO5VNs2SfaNKqlhKuG0u+j5LNV/f2KhUHdxZZ03uSZPVskSQSfm4iEFnWZiTkMvGM6spZanmTIqC4zw4DhsFr9UB3WifOxwHrC4p2A6a41MaxVpRHWnEtN6HMJOgk4c5SoS0x8/3gpb1TmSCIBB4no96gExo3PKBPPy8nuxGFzyFGsWDjFKYppqaECBLjBMZJqr0YHHjRSQsgbaxMMjcv7+VwqdP6kO/dLXMxRQHniOwLB+1uoOLq/YD+eK8jEyGw5NtHa7n9yUseZ6C4/Bc5VVpjcNqUcWzDuNqtajg9NzoMjL6zEUzZEsPL4kEkvOkk5jKnVpakJFSOTzZbSClcsikCUTBh+e6MO0g1VwjI78MT+YE8DyJNEHCSYe9gyZqCcpHh4kQYDovYGZKZMcufHiej0bTv5WxKssUhVlp5LWvuBBMOuwkK4tspbAzDEkxLIWdSXNYWVKwsx9/MYRS4N5m9LRBlDgK3NlMoVxmkw69RVvhtSwT3Fs810etYePq2uwzQ4dpeVGGLMcbpb8Nwghgi20rRRWlso2UykHgKRzPR73OJkriMsxfucOYsoOK4e5tpnD1grjCiswQGpLYRmhIIkWjAUxMCGjoBJLEQRC4IBHO7ict5q7lBViUwczdQcoFkzS9+IyVJQVXAwqCNZVAUzxmXKsyHNtHpe4O5OTzHEvVXyQwRudmJDiOl2jaYXVJAd9hjHbu42ROaJeGmh4qAf940L1sImB995qyIW7k8c5wdFk2zSOb7TZl44gQYCYvoLikgKekxY0exj+OkiJTLBaGlz2uLSsghEQutokiwVpx9MIUxxHkJ4Tua5nholZ3MTUp4OLawm/+43n85788DVH4bLAUvu/DMIyuVLOu67AsC5TSltncidEIMYU/jW1577338PDhQ3Ach7fffhtf+cpXxkbyWGP9/dPYUB5rrF69bEO5Wq3i2bNneO21117aez6vbNvG0dERTk5OkMvlUCwWkU6nY7+epVAdvPvuu9A0re+fQYUT//5HDfzr/7uSaFs56mO1QPFkp9ll1FECTOd5nF+1v/UvFmT46uTI3/mNr2Zwo7MvWdWyPjKBFqXVOWAvoaFMCJBK8SPTqZ3yfR/FaQfXuhL7NU3dhucPfw9Z9PHx3+zieO+yvX1gSU7H9VtfzFeWFJycGa3PvpUSTnFB+itZShhol609jcGvnZ0WoesuaglTkZpKsb6soq67EEWWoOYoazuv1IYXq3UqneKgKhTnl/0PgwTA5roGt+Pzel6lNA4TWQ6y6MOHC9tmo/08R3B8QWAnpH7wPMHykoKdEUlrRabYWFVjj1OHymYYMqHzAfdmAI8VYEVorhs/ZQkkH92emxYxlY8u8wsXHlS5XfBTKtuJ2+uTfF5Jk+KhCAF+7n4aPM8MYkoIGk0X55dmYn7sMM1Oi5ge8HkB7GH96NQYeX73lkR6wRj3VcmC43jYWI0/rt+pJKby1poKx423eCTwBBM5Dorkwfdtxke1KGo6hdHhvTBkBWldA2amRMxOiXg8giHP84zJqsjM+G8VCzJ08VAmaye7uGm4mJmScHpuYjrPEA+CQOE4jGl6eW2haQzeDkmkWFyQI68Bm2sB9/UWGKOo/e1MlGoqB0VmfHACH3WdsZqT3CsA9JnCUZICvvsgTm6ca0hKaxfIhkiK3nvF5qoK10v+eb0WXAPi7PV0XsTcNEPADFucbJWrhbgam+Fqrq76F3bubGjY3W/jF1iqPoWTMyP2ta8PayR0l9z2lrE1DQ/TU0KAS3FhWR4EwYfAefB8D7ZNoDcJKvV4CI1Bmur4vAYtTs7NiHCc/rLNQWpNlGTYNAfAju+bioP9g+QTbbksj5TK903I9Gp9VYV/i+Orde1NB2aoFyyqBws7qkJRmJOxvacPLfQbJEmkWCnKeLwd774t8Mx4D/sDeJ4V/IUYsT7+sQ80GgyhEbU4RynwylZ/t8P6igLfx8jPK841ZJBmpkR855/N41d/cQo8//nlG7uui2az2YfRcF0XPM/3pZoVRbkVr9n3ffzkJz/Bw4cPQQjBd7/73bGRPNZYf781NpTHGqtXruvCieMUvSAZhoGPP/4YX/rSl17ae95W1WoVBwcHqFarKBQKWFhYiN02HKaQw6K9UKZptr68NBoNNBoN2LYNQRCgqipSqRRbJRdU/PM/rqJSix8JXJqhqFRMXFz3/z3vrcv4dKf/y/mrXyzgZviEKb7yRg66RZFRPHzw6HYP0sUZ4OAi+evmp3lU9WRfvN58BXh/L37KwPd9VKvWUOwFfA++Y+AH/88H0FRWHjZoZPvuRjC6P+Q9w5TwZK49tqs3XZSCB5rQrHZdH9sJzdflRRmnF/FMiLBs7eleO6VUmJNQqdpdadrwgTEse3JdD+WKgXLF7UoJA+wB37LcFs9VkQk2VjWcX8ZLKcU1ljpb4Bu6i8WCDPjA2aWJTJqHbXtIaQQc8WAHqeZqDTCsEYsHMsXMlBiZMJrOi5ibEbG9p8dmLcbZ31xGwOyUCFXl4PuA7zHjbHs/+fsQwpK+o1KKGysqKMWt+MgC72MiSzGRkyGJHBzXR7XGkmqdqIT8hIDCnISdfT12QhBIZoqHPOnO8sP7dzR8+rh9DioyxVReRLoTmRAk1eLiR9aWFQgCjZWyXF9RcXjcTIw2mcjyWCzIODkzkU7xPWYdK4mMg0wozEqoDzCVeY6VbpWCVOqLUFqjyGZowEJ34XseHJtASxGYFgde4CDwXPBATroSluHofdKyR6CNgNl91kS9I8U7Kmmcy/LI5wQoHQs75YqDyxIrVBMFgpWigic7Oit120yhUrUji/uSGoe6EZ0oDVPi4b3jlTvMVI2aKGELUTauS/bA+0xU0jeV4hjeYAjfvf36ND74dMSXgwhxFHj9lXSAhHIBn6BpeLguW4kWdu5vaXg0BPWwMCchm+GH/kys7e1Y2JFE0roXKzLF2YWJxYKM0g0rhZMlCkGk4LjooswWDz0h1ujuugrd6OYKz89KMMx+/ALPAbkshaoAlDBsmmlR1Bv9CI1OhbiRuCWLuQwPUfBwcR3/w1VktrDz7NBoTW30cv0dx0dDd3A9AqGhyBSF+eiFna01FablDUVYxVUn31+WaOt7hyAEuI+mh1rNxmXJTnQvpgR45W5/YXHve99Z13BwbESyoF+/n8YHIxAwmsphalJo3SucjtDCnXUNH31ax3pQgBhOUcXV+jKHvcN4k0mz0yJ+85/M41d/aQrC59hIjiPbtvsQGs1mE77vQxTFLk5zuVzG2toaOK77+cH3ffzt3/4tHj58CN/38d3vfhdf/epXx0byWGP9/dfYUB5rrF69bEPZ8zz86Ec/wptvvvnS3jOJPM/D2dkZDg8PIQgCisUi8vl87C8BcUr2omTbdstg1nUd3/+Rj//4USrWe6ZUYCrt41GEYQwAmkIAQiLH7d/8+gwOrgabr7IErG+yFPOEYuFvH92u6K2QB05ioBB6tbbA4byc7Mvp8iyg2xwaRvRn7nseLMOGrtswmg4r5nM8TC/khprKsujh5KNH2N6pjyykuW3BjyJT3FnXwPEEhuExxp7ltsY04/I376xreLI72PjaXGNM7O0BZuLasoKD42asVHJnUo1SwLL8IJ1kYW5aQbnKjpmwiC3qQXyY0TJMYpC06zQTAWbAEILINFk6xVLNoujD9xjSoV73Ua2jVTSpqRQplcP5ld36PASB4umQEfdBxXNx95fxfhXsHrAk+vKCgu19vTW2qyns2DQs1iI/zEyilC1IPOrBd/AcS9+Vq06kOZZEUfvL8wSiQFojsA3dRdPwUAr4pkk0avQ9neKwuhTNkwbiJZ0JYaZ3F4/VYAs7N2WnrzguiTZWVTw71CNLpnq1MCchmxXwZABbNlRfcZ0H6IaL0k1/OVVhVkKt4bQSbOEUwsGJEYtDLQX8d0EACGxIIgdVlSDwHCtRDI5nu8dIW11WYQXHqKqwqQxNQYCr8dA0fNR1Av05Qr5hSnxYalASKRYLEnb2479RJ65GlikEnnHRLcuDZfuR+/u8xZEbqyrgI3LhcNR9RBTaSApBoHAdH7XArGvoXuscChd2nuyMnnLp1OoSsHcY72d5ni1UdOINek1hWWK4mnSaTew4jo9agxUDRqXGt9ZV7B90L8ysLikQRIInO8kWWkWRIBVxvQq/mnkeW6g0LQ88xxY1qzUnKMOlrYWoWr1/4ew2opRdW24qTl/JYqj8hACBJ7HRWapCkE1TSKIHwIPjAK5PIIsU+0fJWdiKTDA/K2H32fBrHyuoU7G7372wM0phD4GqdLDGa05r4YznmOH68ZN6i1td190WJ71Trb4KhYv++4YLO2GfwYAi1PlZCRPZ6IWKvpS75aFStYfii167l8JHn3an7ZnxnsLegT4S//PKnRQePa2PxCP1ihDgtXtp2I4HnhIgXDirst6EuIswGysqTs6NgQvC87MSfvOfzONXvpn/XCeSX4RCXnP4nHZ+fo7f+73fw/n5OQghWFhYwNraGvL5PP76r/8aiqLge9/7Hr7+9a+PjeSxxvrZ0dhQHmusXnmeBzvpXPhz6t1338Vbb731Ut9zlAzDwOHhIc7PzzEzM4OlpSUoSjxsQpKSvTiq1l38N39wEaNQxMPCpIXjc79r5LhXg9LJALCxlkKTZga+dm2Rh5Jj/71Za+C8NGrrozWVBa6S0TsAAFtFDsfXyb+krhWApknAExeu7UBvWLhz+1fNAAAgAElEQVS5MXF2YaB0E22myDLF9HwO6ckBOBPfxfmzczz+u4NY25DEVJ6dZuVOTzuKXnoTYm0ziSWpPC8ckY8usek11MIx58vS6MZwgJXcPXo6PGkdpfUVBTxHsXugIz8RJr8oXNdHveE8F0s4FOMZKtg70Acm7eZmRDQa8fEfAk+Qn+ChqgwdAzhwbB8878N2uCAlzYEQCt+nsB2/ZSzVBxTPxVFxQUJKE/Bkp9tMlGWK2SlxYAqr00zieZYarzXYw7hh+uB5gtUlVpSY1jisFFn5Ya/xqMhs3F6WwwdxVrRHKeA4LppNA7btAURgRXsDHsQJgDvrKky7nYQKi/4AZvBN58Wuksh6kKQaZM5EnUMtRMeIEfdBr48jWSK4u5FCte5AlriBRXCjtLmmYu9AH7gws76ighIkLrOMkqqwpFpKY9vLFnYIShWDLexUHBDCDP8wQev7gTHs9Ccs7QTHc2gmXvVcW7IZHqpCcXreb4hpCkUuS1v8WMaDBSo1MtDsWOlg8cZhF4siwfJCsrJQtlChYrfn2tIyv1QOHAFMyx9pJg0SIayEsl53cRhhjnXqNlx0gLFcV4oKVJkGCXAf5WB7kyR6hzGFgTbOJuraArCFrb1njZELK5Gp8aqDlMaxpPC8DNvxcXJmdCVKBb6dCCdguJuuItQB16soTeVFzE+LeNSxUDE7LcJ1u/EPhAAT2TYOCGALfeUh+KJQ4UTF2UU8nE06xSGfE7CfMI27WlTAcwSHJwYKszxKZQdpjS3s+L4HK0RojAihCwLBxooa2S2Qy/BYWpC7vrc8r0SRIJPiMZUXkdLYscARZgyblg/TcuG4YAs7Biu6bejx/r7DtDgvI5XiWsWwSdS30NezMHl3Q8PuMx2CQLC+omF3X09kvK+vqDgdYur26s66Cr3pDby28BzBVJ4hP0SRwjBMVGsW9CZBLQKdPD8rwXb8rrLBwpyE7/zTAv6zX8iD48ZmqWma+Iu/+Av82Z/9GWq1Gqanp1Gr1XB9fQ1ZlrG5uYmtra3WPxsbG9A07bPe7LHGGiu5xobyWGP16h+yoez7PkqlEg4ODmCaJpaWljA3N9c3ujTs9SHSIk7JXlz9r39ewb/74fBCjLk8hW2YOD4f/pQ2lSO4qfoDH3gpATZfLaA+IMT1xisyTKJCJAae7N+etZ1SMPA9hmlrieK4FO/vEYrnfFRPjqEIBHsnDpoJnsNyaYqNVRk0lUfd7DeyPauJv/6378f6XZQAm+vqUI7e5qoKQgZjB+LyZEOzgyVnWNKnXHYwNyPi5NxEYVbGzjM9drlTe/t4PN0bnWYUeGBrI4VyJXosvFfZNI/8ZJslbAQs4VHlM8uLQRnWrh5rbLe4ICdue2+Zrx1JzmyGQy7DtYrKmoaHmu6jVr/duR6mrUzLGzqGygrS+MRogoksj8kJEZM5PkhoETi2h7rOStYMg5XO6U0v1uc4TLLURpr0ImDi4Dd6R/rhA7rBEq6lst1KWa6vKOA4gqe7yRAdSUzlsHhpZ78JvRl9rvSmmuFj6Ej/1rqK3X29NV3AUWYoVWvOSEZop1SFQlV5KDKBJLKEJ8+R1ldb12sn8AzTa3Hba3UXlAKiyAy4zhLOOEnlYUqpFGsrGg6OmpFmIsDOdU3lYh/DlAITWQ4pjYDnPNiOx+L9oDg4Sb6NgkCwGuArhmkmL2JmOt5CRe/29ppJejM6NS4KLHF5FnGuDFNS/MRqUYEgtM+VV+6m8EnAJA4RD7kA8RCyuy+vDNT16P2+u6Fhe6/RNSGTTXMoLipDz5VQ68sKTs6NoezqKIXXD8N0IQhsscv1AD0oOU3aFTBIhVlWevpoux5ptk9kecgyNzBJ3KmQd5sNUuO+56OuuyhXTBQXVDw7NlAZcK4MkiRSFBeHF62F2lxT4TjdeAOeI9haV/HJk/7vlQIPpFM+ZNGDIBD4HmBYFLUGWt+dKAHu32l/FwkT74+3B58rrcSwzAVp/+6Jna4Jh8AY1jsS/zzHCiMvgnMl5GqLIsVUXkAmxRZSPbc7lZ9UxUUZssQWqZ5HnegbhsxgCx08TyCKBIQSuI4P3fASF0UC7Bi17OFlhXc3NNQbbqL7Sq8UuV16K3AEjuuj1nBgmh5UmYPjAd/5p/P41jfy4OjYSPZ9H++//z4ePnwIx3Hw4MEDvPnmm13PgbquY2dnB0+ePGn98/TpU+i6jomJCXzve9/73E7tjjXWWH0aG8pjjdWrcITnZeqHP/whvva1r92q4OBFyHEcnJyc4OjoCOl0GsViEdlsNvbrb4u1iKPzawf/7X9/gUE9ibIIFPIEn27HM1UWZ30cnQ/frje/PoeDq+i/xetbHlxxClmxifef3j6BwlEkTnEBwMo8wWU1WevylNLE9//9ETSFojArQOAprsoebqrxLuWiQFCcI5hfmsSNpXYV9hF4ePbhUyiczUZ2XdYiz4qe+ndQFAnmZ6SulGlowPWm+aLEcQRry0qsB8lerS0rEEWKas1p8Qt7U6xxNMyQy2V5FAsK9o+akdiBpBIFgqlg5DxM3VZrNtJpAbru3oqZuLGqYv9AH4kLKcxKmMwJrGwtpqEkigT5HN/iWVq2h4buoVIDbKf/vFNkgo2VZIZSLstD5CkuEhhQ6ysquAg+cm9KeBD7OI4YokPGzrPm0IUKShmCJSrhNkqqQvHKVgpGMKbvuD5qtWSllsDolOfivIxMhsOTbX0ocmKUZJliepIVwfE8baWas2keh8dNrBRVXJdtOJYPWWaj94JAwFFmOPi+D9f14Th+l/Hf0ONxLAFmKHled5HjwpyEas3pM+BCtrQqA45twbJd2K6A0s1wlMPUpID5WSl2MjGT5pHWOByfxV8YYXgWxnoOjTxFppjIUsgSSzVbFmO4V2tk6PnN8wTrK0rk4l5xQYKm8ni8HS/1PEqKTKFpzPhPazw0hQPlGBfdtIGraysRuztUnIWRrXUNluVh/7B/kereFmP7DzuOVIVdH1IaD45j+KJa3cHFlYmVJRXPjpvIpgXM3sJ4Ly7IKFVs1EeM+APR+IwopVQOU/kQt0RgOx6qVVZkGAfXtLIoQ5K4oXio7vcSsH+Y7B6UChLvx6cGCnMS6g13aJHhIHEcwd0A/xClu5saGo3BiffbFK1pKkE2TSAKPgAXIgdwPIXtsmkdjmMTO67LPnsjSITrz4GCEQVWSHdyZvZhku5saNh7pg/83Zl0UHqrcqAEsGx2PEThwlaLbIFyu2d6QeABLThvJYlC5Al4gbbQGX1M9CHom0zAeA+vk9N5EZQC5wHCJJvmMTkhtIIAltVm+0ddz3IZHpk0h4Pj9nWUgP3tK1XnVkx8jgPSqY7OCpGA58JyUMDzGepnIivgV39pEm9+aRJ0bCS3jOR33nkHlmXhwYMHeOuttxI/B5ZKJQiCkKjofayxxvpMNTaUxxqrV5+Fofzee+/hlVdegSzLL/V96/U6Dg4OcHNzg/n5eSwuLkIUxVivfdFYi0H64/+9hP/0QfQDwVqB4uikiWo9nrOwtiRi93D033Z5kcKR5yL/21tfTqNiCPDMJg7ObmcoSwJg3jIEP5MDGna8IkSApZN3PjrAzQ3bb0qBu2syHu8aWF+WYVjA6WW8/dha5lHXPazeK+Cm0U5JX59c4ZMf7/b9/ETAulWUMLXo4rpswXNYOtAHK8aJk+jqlBwkRqK4gb3ieeDuegrlmjPy58MUqyqzbavXTVzf2H0jj4QA97ZSrcZxYDCmYdh2JS3a831mhB0FzecTOYGNRAcjxrrhoRSz6GkYvmNrTYXno+/B8nnE8wzNkE0TgHgwTQcUPi5vfNxUkl8zpvMiHIeluAe+Z2DAlQeUhw0TIUBK9ZHL8sikZVBCoJseSjf9n+9iQUYmxcf+27NtI1hfUfE4ZgosLL4MW++jtrcv1Txge0NFGXKbayp8L5pfO0yEsDIkVaVQJA6i2ObtUsJMB9cDbMeDwBNIIsXJuRk8uAfHbzP+8TtKIRv7puLgZIBpO8hUHrR/UZ+v63hQFA5PduJNCHQqnWJp+1HHpqpQbKyoODwxhh7vvds7keWQ1gh43oPrejAsD40GbV3POMpwPE92mdm6ucrO+50Bf3tNpVAVHopEIEocQ8F0Gf+A4zC2cnNA4n8yJ2Bhvm28h2n7vpQ7glT+CNb4q3dT+PhRN4+VJd41lCujDaU7Gxp29huxzNZOUcLMalmicAPXPc729qowK0E33IHJeEUm2FwdXFKWZHsne6YIOqceNldVeJ6PnQGljYOUJCkcTjs83W0X3nIcwZ0NreteGm5vflJELsNHbm8oQhhGKGTLh4WRN2U7VnoaAO5tKvj0abL9XpiTkEmzRZc7Gwqe7jaRSVNoKsBRhtAwbQJdJ6gmp7MAaJf3Hhy1C/2itLKk4OrGirUwEYpSID/BSoWzGR6iQGA5zMCt1x0Ylge9mbzDYZDCctUoZnlK4zCdF4dOJnVub9hHYARTMM2mi+UlFU92Gri3mUKpbOHswgJHA2NYoZAlrsWQpi0UjI9m04TetOH7HGyXQ6Mxugx1ZUnBd/7ZPL759bGRDLBnwQ8++AAPHz6EaZp48OABfv7nf37MSB5rrH84GhvKY40VJcuyMOIceKH68MMPsby8jExmMLv3RcnzPFxeXuLg4ACEEBSLRUxPTycu2XvRWIso7R5Z+O6/uOpLyuSzFCJ1sHcY3yQiBJid4nF2OfqhjOeApc15WBGJytdfTYEQgu19E0OuoUOVSwHlWz5kSALAi/EN5TCd3KutFQn7xyYsG1guiJAkDnvHDkbt09oij939Gr7+ZgE1Lw0fBLZp4T/9v383clsoBZYKMiayPJqmB44QcBxg2z4qNRsXV1Zs7m4uw4PnycBxxxeZFG6nLPkWO7auu5ClMLkCVKouRJH8VIr2Qkbu0914BVKRqdAaS9V1cjs7DcWwzO+qxB7GBilMK6kySytJIitoYsMVzFhyHB+248M0mRHe0N2WgbCypECRKR7vNLC8qOD41AClBPkJDrIEEOLBsl3UGz6qNcBxBx+P80HJWu+D9DA+clKFZVSdD6VSuAAQJJobupuYJQywUfDiooKdIcb9VF7E/Iz4XExOWQpS2CkOPEdhO16r9f7uegqfPK3hzkYKNzc2zi7NVpGTIlOIIhtTZkxI5gw7ng+ntdDhBUWD7shEIzPeOTweYb6G25tKcRD4YHtjprBVhWJ9RcVRTPN1YV5CtRrPVO5UZ3FcV7FawpR7OsUhlxZwGDGS3caN6IlGwYeJAMhlOeQnOIiCB9d14LseCAUclwKUAwGF51E4LmO0Jk2ER2k+mHZ4HFGyOCppLEssNR4iSxzHR7XOiusM08f9rRQebdch8OwadnJuRpaPDtLSPMXZpRs5QRGl1aICnicDTVRJpJie6t7eWoOxhKMQF9N5ET7QxWNNpzisFhk+IymWSZaCclCZgyQF9ySOfUcLjTTH8WHbLiZyIsoVG9m0gGaA0XAcZipeluzIKaNe8RzB5rqKTyPwEQAwMyViJs84zFH396RJ4dZUSXB/cz0fmkJgmj5OL5KhU0LdWZfxdM8YeYwXF2UoAbO883q3uabi4KgZeb6LAsFElgT3Nxee68MwKap1wIjY1JRKsbas9THLh2l2WoTnIdG+b62rsCwf+4dN5LI80iqPw1Oj//N1fdR1dvwmvQ5N5gQszEldDO4oDeNSj5KqUNy/k4JheBBFBsKv1lycXhjP3U3RqbWigu98u4Bf+NrE2CwFexb88MMP8fDhQzSbTbz99ttjI3mssf5hamwojzVWlF62ofz48WPk83lMTU391N7DNE0cHR3h9PQU+XwexWIxdgHCy0oj9+q/+5+v8Mlu+wuywAPLswSPtkeP6/dqWBFflF7/uSyuG92fT1ojKK5OICsZeP/J7VmFsxPA+c2tX458jodhj/7se9PJvZqfFmA5Hq5v2L7M5HlMTYjYO7aHGnmzeQ71WhO8wGPtXgGGJ+LR3zzF1Vm56+cIAZbmGYvRMFkhyrAHVJZKEpDLCpBFCs/zgpI9K7L5e25GQr1uo97x0FBckJHSkqVFAZYGEgUfAu9DUQRoqthKDPcWdcFnZs/ZpYVchofj+JAkCs8H9CHbm1QbAU96ewBPOqnClNpkjrGaPd+HxAOgFKblwXMBEpBeuniOHcVktxnbDREPerMf0bG1rmJnT4/Ev1DCPud0ikIIUpZ600W1DuhNdnwWZjmUyi4Mk6Xd85MiQ3T0PNj3GuGiSCBwlBlpto1m04TrA5SKcF3SMkpDIzxUaLxfXlutMd1QvSnLOGxeSaQozEl96ayVpY6ytVs8E0cZ4Z3pLM8HKGVJ4WrNhiJz8H2g0XRxPSTVfBttralwvcHJ17iKSgk3TQ+lGxuE+CjMydje02OZYJ3K53w0TQJ9REgxTD9Wq/FYz2FR2WS4vYSl6m4qdtdCWErjkMsKrQmKYeZr63cD0DQKVWmXR4aJ8PC23EKFBMZ/OHrv+UEh6bqG03MTpRsb9zY1fPykgVyGQyZF2PnmeTAtH40mUK3d7l7P2MUUT0cgFDrLKpNoMidgbkZCOsXBslnJaZwiuF6tLCm4uDKHGmZ3NjSYZjQ+I64ii/YqDhzXgyRR2LaP+RkJj3cboAQtY5gxaEmkMRyWR4bG/6hFWY4C9zZTuLppLx4KAsH6sopH292GXi7DEAQh29+0vKB40e66LlHCuNSdpnArxRvzGnabwlBZIthcT+HwuIlyxUE2EyAeFA6EElimF7t4cZgpvLasgNJ+HESnigsybip2ont/SqPIpgGB90GIC44CtQbFZQmJr/vZDI9sD/4hSnc3NDT0fhSILFMszctDCzvjIimm8iLmpkU82o5eRIgSIewYiFu42cuUjlIL+aFwoNRHrWaiUrVRbZCBGL1ebayo+M63C/j5r+TGZinaRvI777wDXdfx4MEDfOMb3xh/NmON9Q9XY0N5rLGiZNt2yzh9Gdrb24MkSSgUCi/09/q+j0qlgoODAzQaDSwuLmJ+fh48H4/BG6aQw0Qy8HKMZAB4/7GBP/jXpdb/vzxHcXVt4vomudGhygSUI6g34v9Nf+61HK6aate/21wWIaZT4FwDO0e3NwwLeQ8n17fnZRfneFzHeMCfUpv4/vf708md0hSK2Sm+CwWS1iiKBQlH5x70AaVBKZUgJbvYfdbEF744g5pB8PGPdrBQkDGR4WHaHo5O4rdwj1Ja45CfFBh/k7LSunLFRlrjcHTaxNqyhqbBzFxV5mPzWBu6A73pxXp4m5sWMZ0X8aQjKZzNMBbzVc8DTUprlwJSytibcR5sRYEZltcxR3ajismY6cD+OzPC2Rh6p+lQmJOgqWxU/96mhr2DJqYmBWgaD44y1mKlwh4Ub8P6BtiI/PqyhuMzY2hi8P6Whk+fROM3BkmRKSYnOCgSoMhusI8eHIfA9ylcj8JxSJCw9G7NrwzFEu8y9g6bt1osCNm86YDF6jh+KzUuCCzhenhi4M66BqPDtIoywvt4jkMS4VGayYuYnREjx49DDWIfx01h8zxwZ72b9xtHHAU0jQt4nSE6A8FocZCQdtv7m9LarFjL8qDIXIvlnoSFvTgvo1yL5tmGo+cnZ8mSr8MUpgAzaWYG+2B/R1XhUNc9cIHx34kKMc3AONQZTuI2fON0isPKkoq9nvQjIcArdwYXngoCwWSWg6r4oIQVAzYNoFonMCO8nDvrrGAzifn6yh2GEYq7W2ERWtRxLAgE05MiMmk+KK7z0WiwlLvejH6HpYKMcsXuSqtTytjF5Yp9Kx4r0E4MqzIHMZhu4Dhm/rPvV4AkMT6+JHKwbR+O46HWcBOjDIZJFFkB4qDjmFLg/mYKHw0pDA3FcwRTeQHZjAAxKK5rNF3kMjxuKjZEgeLJLXoOXr3LCktH85tZ+eXus3gpXo5jCBhJdNgCmyTDNH1clyxUau3XLy/KKN20j4GoQr9hmpkS4fvJksLhJELnccyKOCk0hSE0XM+DZRPUdYL6kBCvLFEsLfQjSAhhmKtRGBiOI7i3ocU6BjoVFnEuzEmgAQtbb7oole3Ei5OjjoGQJ36acBKha3t7kSpgyKVyxW79zs01Fb/97QLe/PLErd7jZ02+7+Ojjz7CO++8g3q9jgcPHuAXfuEXxkbyWGONNTaUxxorSi/bUD46OoLjOFhZWXkhv891XZyenuLw8BCKomB5eRm5XPzV9Z9myV4ceZ6Pf/4/XuLwzEE2BWQVH0/2bt/SfH9dxicJ0skAoCocppZmu8y0r7ymwOHkgYnKuJrS6rhqpG79+o0lDqel4YY0z/nY+/gA16XRDzaEsAT3J9vdn5EoEGwUZZRqPq7L/TvMccBqgeKDT2rIpDiszrNUsWmxL+adt5H2//YRWCV9DwxdP9/xP/yeH/CD/zOZEyBJBL7HzNJwXDdpyd4oba61x9ujbo2z0yJ03Y01Ns8exMUWt9ANkAnNpo3Fgoq6zhZveI4hFQgh8BFdTNbLJx0lQlg6qWl0Gz2UsPRd1LgpxxFMTQrIZXiIIoXnAQ2dNbIPWqCZmRIxOy12sTJHKWlCMTQsyxW7q9iMsRYFpDQCnvPgOOxzqtaBppH8+rUwJyGbDdjYMZNWURJFwlASnY33QWK4Mz1s28wsLQX4iRfBrwy1sqRAlihLPd/y1/axbn1AN9rGQUoLWM9nBlwHXQlpgScgEYxwIzTCm25srMfmqgrf72Y9b66q2D/Uu7AunSlhUfRhGCaahoumyaFc6X6vxYKMcqV9XOeyPJYKCnaf6SOxA4y5zUFV2d+XJYYDJnqLId3JRGeGS9NwsbUWLobZyE8KqNUcTE6IUGQKQggM08VNxcF1wtRtp6bz7JyMSu937sOrd5InhTMpikyaQpY8ELDvDVc3rBgw6fbGKcorzErI5Xg83k7OrQbYgulUni2oUUJg2kGK9crC7LTU4j9vrWldppUsEaQ0HrLEdWFvSOcUi+vDsjoSww136KTMyqIMqQOhoMgU87MSdjtYxp2Lk63Fvhq7x8WZ1NJUhoHZO4i3GPb6vTQ++LQ2+hf3aCPgMJ9fWmxxUuXB891FhnYMb/FuwLWO+tlsmkNxUbnVJMIgqQqHqUkBmTQHQaDgKIFlOag1POwdJP/emc3wSKf4kZ0NYYr38QgcRK8kiSCXIVCCIk7X9WFYFJUaYFlsUW5rnXGhaZhGL/VP1AxT0rT4/KyIiayARxHnbgtZo7URJfU6+w4xKHCwtc7S4p3f4USB8bbj4oyi1MmBlySuP3Dg+ZifkfErv5jHG6/FLyb/WZbv+/j444/xzjvvoFqt4sGDB/jmN785NpLHGmusUGNDeayxouQ4Dty481AvQBcXF6hUKtjc3Hyu36PrOg4ODnB1dYW5uTksLi7GLvr7rLAWUfoP7+n4l//nDdYWKLb3ms9lDE5P8ChVndjjbZ366tfmcXzd3v9vfDkFylG898ntkkqhVueAvbPbv/5OkcPRiIRznHRyrzZXJBycmH2JM0KAjaIEx6M4Ou//ILeWeXz4SQUTWR61cgOVmgNZYqP8mkJhmB5OzwzUEiTEBymX4bFUkFC6sbvGzqMegHpL65gRasQqyZFEgs01DVclG2cXo//ey4syTi+SG4DFRRmayuHmxgbPE4giG2MnYCns3vH42yjkyp6emwN/F88TrCwqicrY0qm20UEI40XzAsGHn9RuteDy2r00PhxhZKQ1DqvLKp4dNVFJyEdWZCCteYExQ2GYLuq6j0oN8P3u69zmmgLfI32fRy+fVOAZY5hy7bRhaCoxZjZLDEcZBhM5Zlju7DPDMhukpc6DMXRV4TCdD40ZlvpiRpIZG/lDwBYLjFuO6oflkaMS0oJIwVFA5CkaTRccR1rs7svrZGzpQeIoG3Gu9CwidGpzVcXeoR6rZK2LdRuwj3meoFq1kc9LuCmzczKKIR0aw2zKwYvFkO6UEKTszq8sXFy1L7iqwmEmL2D/qN+MEgW2GJVJ8xB5NrJdG8E2XVqQkVK52NgBILmZFBbHhWWh4et5nqWaNRWghE0RNE2g1iBoDvHa7m5o2N5r9B3jDJ/B2MXPgwBSZHYOdxrDHEfY8StQcEHfrOcTmJaLq2sb55dWIoTSKG2uqnA9v8s4DiUKBCtFBU92hl+Le4vKWos7NzZuKg5yGR7FBYYwSGq+xrkWh7q7rkI3PBwcDzdQoxajmiYr2utNmq4tKzg9N1vbPTUpMBTITmPktYSjzIQXBB+UuFBkHpoqgeNpK/XvdBTe6k22mGVZXlehXySyxvRiLe4oMsXCvByJyJidEZGfEPF4u3GrBZFehfgbRabIpAgk0YPnufA9D5YDlKsU5SoSnzOv3E3h0yf1odeNhXkJaY1hTW5zTvYjNHxUqjauShbmZ2XUGg70pou7693FlIpMoakcFIXrnkQj7FlG1w0YpgNCBDgujcWBv7+l4be+vYCvfGFsJAPsc/zkk0/w8OFDVCoVPHjwAL/4i784NpLHGmusXo0N5bHGitLLNpTL5TKOj4/xyiuvJH6t7/u4urrCwcEBXNdFsVjEzMwMKI2HVHiZJXtxZNk+/uBfXeLs3MDpxfOPF28UJWwf3M4A/vIXJ3Faaxvyb30lC6Np4/Gz5zs2VmaB/fPbv74waaBipgf+9yTp5F7NTfFwPB9Xpeh9LM6LUBQeu0c2Ou8hy/M8Do/rmMhQHDyrRI6Zz06LmJpghYI3ZTZCHOchRBIJ1pcVWLaHnX194ENBXCOkjR/gAuPLZ0bdtYlsmo1R7z1rop6wDGlrXRvJCgU6mMKGh2cdJt9SQcZVyewrbhJFgpm8FOAHgpKn+uiSshBtELfQTZYpZvLCSAZjp3gO2NpIoVZzWkzGrnFzkcJxfNTrNi5L0aVUnRr0N2zxkWMYCnEUPpDKMiufU2SAwIXjOIDvshJFG7CsEJ1B0DS9WEblKC3Oy8hkODzZ1vtMqsmcAIRnThMAACAASURBVEoxdBEhHC/OZXmGS/DRxxqXAtbzWcCXFAUCTePaxrBAW+lKIDBZnDYzO255ZHFRhqZ0G5a9f8PbsKU7pcgUG6sajk8NlMqj7wlbayp2D+KZyp1aW1bA8xTbuw3kYrCPbyOW4Nbw7LCJyoCyUFWhmJkSsX8YPx3ZyY6lhBn9HCX44NPR+IAoxUmpZtMclhcV7DzrL4579e5gfAbAkAW5DIUo+vB9xmZvNIFqlcDzgZUlAcenNmxnMLu4ZQwHDGlRaON+TNOEYVgA4UCIANNCiwMfZQyH2IHwWpmfEMDzpJXq1FSWYk1pPDiOwLI9VKsOLq7N2McZAXB3U0O90c+v7dWoorthmsqLKMyIKFcdpIJUqO14qAfFlnEQMECAHngUjSAJUSA3lWRIm0GSRIqpvIBMiofAUzieD4EDylUTU3kF5bINjm/jb3qnHFjq30W9MRz3EyWeY2z08yEs3l51I1VY6rahO7i6aWNzeI5ga13FJ8HfsMWU3o6eECEIErRqB7Ir4KLT1pRDN/6mEeBvwnOcpXhTrWvlK3dS+ORJHZQCuQyFpgIcCREaFLU60Biyzri5puLwuD/UUVyQocgMa/LCFndkCpEPcTBgi7U8O9Ych03vhAv8L3Jx59W7KfzWtwv40utjIxloG8nvvPMOyuXySzWS3377bfzxH/8xisUi/vRP/xSvv/46AOBLX/oSfvKTn0CWZRwdHSGfz//Ut2WsscaKrbGhPNZYUXLdwFh4SdJ1HY8fP8YXv/jF2K+xbRtHR0c4OTlBLpdDsVhEOj3YZOzVZ421iFK94eDP/q9T7B6YIJQG3EzAB4HrsS+Vpu3DtHw0TR/WiGf71UUBe0e3NwAmcgK0qenWBe9LX8xh71kT5nP63EvTwOHl7V8/P+mhakoD/3uWr+Kv/sPtHWtVppib7uYq92pqgsfMlIBnxy6s4FTJ5yhcy4QmE3z8SWnkWL0isxSzKnMwDBcn50Zr3JwQH+vLKkSBYGc/HjqBEjYq+Wg7ObtxdUmBLFOUyjayaZb4YniHZBzLYUYKa29XcTyExbqxwsb24yRQw5KyyVyHUdd0AQrwHMXTW6ANMmkeikxHjsemUhzWigpLDSUYP53I8q1xfoCVUpU6EmqEsKTQx4/ZQ/ioYsLOEVZRajOkbcuCYZoglAPPiXBchg7Qm+whvDMZlklzWFlUsH9koFpzcG9Lw6OA6ZxOcZjIcsz48phZUa/7qNbZdSmJ4pbTTedFOK53q2K8wqyEwqwEXiCwHR+O7aNUtnByZj4XpqdXd9Y1WLY3kC0aF2EyjC2dSjGTb2dfT8xiL8z6OL8kI/c5THA3jf7CyCiF7ON0qs1qrjVcXF6ZQydppiYFzM9KsTEwikwxNy1hL0GqnJl8Gqo1tzW9wfME03kR2V7j69rqKjON0uv3owuyZqZEzEyNXtxJykQG2qzbtAZoqgvXARzXg+1QmBaF7QCGCTQN71ZTR72anRExNcGwA71Im2yGR0rlBqbhgQ4Wa5aHLLUXSzrZsaFhGVXkOUyUAPeHcK17VZhlBbiPtgenSpOmbu9tskXS8H4k8MCdjRTOLgZPu/TtB2WGvBYUSIoCgSCQgVz0puEik2aLZaWyDUVm3wXDYsC4fQSjFDKlj4Nk/YtSWuPYdJbGou489UE5Cl33ANLT5RBRmHkbyRJbQHx2ZPQtVG2tq3h2GF02CDBTN5smkCUf8D24no+mQVGpA7YNFGYFNHQPlZqL1SUFPE/6ivskkeFgwskdlvTv5oTHxcGwBUQV+0FfgapwmJ8VsbPfDPaVdQ6kUwxRYtkuymUDpbILK0ZZdajX76fx298u4AuvZmK/5mdZvu/j008/xcOHD1+6kQwA7777Lo6Pj/Hrv/7r+N3f/V384Ac/wI9//GP81V/9FRqNBt544w0IgjA2k8ca6/OnsaE81lhRetmGsuM4eO+99/C1r31t5M9Wq1UcHBygWq1iYWEBhUIBgiDEep/PsmRvlH7woxv8T396iJuyg9fupvDx09EP0jxPoClcwOlkqTtBoCAE8FwLtmPhuqbCsG5fgPfGVwo4vwEmsgSv3k3jJ8+JuwCAuUngrDT65wYplwJsP/pvzlEfOx/uoVx5vqftQVzlXqVUiuUFCadXHmoNH7JEMJPzQXwHf/t+sp0k8PHq3TR4jqVxSjfMCLPs+E+NokgwNUFxEoHm6BXPAVvrKdQaDg5HjOu28A4KB0JZ23257OCyZPUZna/fS+GDjoTm7IyI6UkR23vxzKR7QUldEvEcM8YqNRdHJ0YLl5DSeFZaZrmo1BxcXI0u2ZuaFOC6fiSnsJUUHsJiTSoClhCcm2FcU9/3QSlLojUNVpjY+QDeSmY9xwM4AMzPSpjMCXiy28+wHJWwFHiC/AQPVWXnnG27wUM3uh5qeZ4l12/KTqIk39yMhIbuxC4AXJhjZlJojGXSPDSV4vScGVhRLGxdd3GZYLFECLjVlzF4nKNK3kbvC4+Laxu5NN+Vag7H+ePozjpjsUYtzogCM5N6kRPPo3CxRJUpQHwYpg/HYSP3UWzRUZJlivkZaWQhmBim0ROYfABbPMq3xs0ZUqXXqOu8lrXwGQMSllG6v6Ul2ndJJNjqKI5bLSo4u2DoA1WhmMhSSCJjx7LiL6BSG71w0KviggxV4UbyxFMah8mcMBLnEKVchsPGKsPNhMWRSVPCwOi0+MqiDEl6/rRoF1JFIHBcoNFwoKkcTs4NFBcUXJdsOJ4PRaIQRQqep0GBJIEXGKWdxnDI+o+rlSUFoki6cB+5DA9N43B82n395DmCyQkeiuQBcCCKIhyXR+mmu2ivV4pMsbmmYf+wieqAKYFQYemtKhOIIjPDo0p+Ldtv7W+jwe5Lq0UFHEewvafjtXusaC4/0V58gM8WRq7L1q0WD8PtW19pm6+DVFyQUa7aqA75XHpFCOOjp1MMFeW6Hju+fArdpLBtAsNiZXbP0y8QKlxwj5p44DmCrQ0Nn4woC8xmeEzmuq9pleCaFl4jvvAqM5Jfvz82koG2kfzOO++gVCrhwYMH+KVf+qWX/ly4v7/f6hG6ublBoVBAs9nEb/zGb2Brawu/8zu/g/X19Ze6TWONNVYsjQ3lscaKkud5sO0Xl1gYJd/38cMf/hBvvfXWwO05OzvD4eEhBEFAsVhEPp9PXLL3ecFadOr6xsK/+F8O8e6PK13//u6GdrsiPt9Hcd7DxTWHpumDEqC4qCCXFVBrEpxduxhy7evTV78yheMbEXdXRWQyAj7eff6Fhok0cJO886YlSgBN4+H5/fsxpRr4/vcPn2PrurW5LOHw1IQxwnMReIKNZQmVOnBV9rBZ5GA0mvi7D8tDX0eIj9UlBarM4ei0v2yF44C5aQm5DA9CgVrNGWkyaypBSuVxfhV9DqdTHFaLKg6Om4nStVHqHH0VBArX9VBvOMimBTRND5QATweka4cpLr4j3Je4TOHokj0XVyWzq2SvMCehWrVbKcbNVRUYkhQG2kk0VWEYCVGk4LnAcBhSTBaO7KZTHFaXVDw7bkJvuiguyNh91uzHJTRdXJfj4RKitLGqggB9Kate3bacKpvhMJPnIUkebMtBre6jpvuo1ZNdbxfng5K4IUnSYfuSy7JU6ijDNJ3ikJ8QoWkMl2DZPsqVtrEYcqvjGDCdIgR4ZSuFj0aYAJ37AiCSO9opRWYp4ZTGgRAfjYaBat1FtU768AN3NjRs7zZaZkJa47BaVLA3woDp3IeUykHVuLaJFh7TlBWCOh5Lgnce04U5iZUG7ukQRZYSzqR4VkoVXCMur0cjYEIWfRRrl/1dlNhla3GVTnGYn5GQTvGgFC0s0JPdxq3e5+6mhqc7jaGmb7gvu8+aqPeUmxYXZJRuBp8HhPjIplkxoMD7cB0PhuWj1iBo9BxKGysKfJCRUwKdiirKG6bwGNs96N8Xtr3tlLAcs3ixd5ESYNdkz/OxE3O7Ot8/LJDsuk5zQCcn3LF9gADpFI963QGlhJWHdhQZXsVYoIyjsNBv0GesKhzmZsTYf4M2f55homzbR71uYXZGad1veI60vgq6LuA4XrcxPIK5O2xfXNfvWwi6v6WxcteIU6izuC4sF2bXCDuSf50K7pVseiPeOTkzJQJAogW0zVUVTsS+8ByQy1KoCkCJF5QxU9QbwxEaUUqlOKwtsf6GUYsPr99P44NPkt+TOY7gm1+fwD/+tRncvxN/kvNnWZ1G8vX1NR48eIBvfetbn4vnwsPDQ/zWb/0W/vIv/xK///u/jx/84Af40Y9+hD//8z/Ht771rc9688Yaa6xujQ3lscaKku/7sKwXk1qKq3fffbfPUDYMA4eHhzg/P8fMzAyWlpagKEqs3/d5KtmLku/7+Lf/3xX+1f9x0pdGAAJjSuVxfRPfwMhlfKQ1AQfHgxcDclkei/MKQDmcXrEHz2Gan5VB05P46usq9k9dNG7hcfdKEYHmcx5ec1M8as3uvyVPfex/coCrW7CTh2l6kgI+weVNPANmbUmC7xNIEkXtpoZPn3Q/AHAUWCsqEEWKg+NmotQM0G0yO46NUtlA6QZdD2ozUyKahttlgCzMS8hlohOpwySJQRGbQgNWJwXHE3CE3QzDcU7bZkmd/KSAyysL+UkRjYbbwjvohodSgjTSMFO5MCthIifg6e6LYQoD7RR2SuNaBVWm5YLjKEzL62dX9iTRmoZ3q4Tc/CwrKeodoWfG4WCmsyITpDUfigyoqgzPp6wE7srqe2jnOcb8LFVsnAwZYe9V0gfYuWkRU/n2vnTiM0SRIJ/jWw/hlu21Us22E31dXl6UcXHVzdXmaJhGd/pSe73KTwggZDiTeZAKsyJmpiUYhgdBIMHiQzxcQihKgLtbqYHJMrYvKVRrTlfJ5m1ECTA5IWAiJ3ThB1Iaj7NzA4U5GZclCzzHeLt8gEfpS1daHoyAIZ3kmG4hJ+psSiCOOhEwg4xFSaRYLEitke+pvIj5aRGPR0wJKDKFpvFQZAJJ5LqKqwB23bJtZqL14mAICXi/dcb7Da9FrcUHlQOl7RKtzgRglLbWNew+a/QZ/mHZ2pNdHaY1+Bcszsuo1OzEhrYsEUzmKCazBLbD9lE3gEqVxC62BNi5u7ygDF2EmswJWJiX8GRn+L4MfZ8BKeGrkoW1oooPH9Vxd1NDQ2fHWGgMyxKFJPUs4IHdl5wOxnDcAskWU7oD0VKYk9Bsul2LvuECZTYjQBYpPN+H3nRxXRqeEg51Z0NFszm60C/8bIqLErYTBg1yWR5LBbYvpuVhMseuEUpHMWD5BfDRt9Y1mOZwdM7Giorjs+bIhaSu7c+w4jpV4cBzAC9QnF+YOD4zExvemTSPXJbHwQi8z9a6CtP0YmGAeqUqBNk0hSR6AFjvQNMkqNTQdf6HqKknMTseQhULPo7OSOx9//IXsvjtbxdwfyuVbEd+RuX7Ph49eoR33nkHl5eXePDgAX75l3/5c/NsCAB/9Ed/hLt37+LXfu3XWv/uT/7kT/CHf/iH2N7e/gy3bKyxxorQ2FAea6wofVaG8ptvvgkAKJVKODg4gGmaKBaLmJubS1Sy93nFWoQ6OjXwR//yYCRjc3lRxsm5PZqDSXzc21DwdNdIZK7xHMHyoox0WkS5AVzeRL/R628UcGdDwftPnz+KE/4VnvciurrA4aLcfUxMqwb+3QtMJ3dKFDxMpF2cl+LhVQBgcU7AzKSA/f0KTk4bWC2q4Cjw7MiIXER4HkUlmSkFTs6aWF5U4bjAyZnRKmLrLHGilKVnPQ/B+GoH5093Y41zTgQPrZ3JR1EkKMxI2O95KOssBeR5wkyZmt1nhBIC3N9M4eMn7fNka12F5wLbMRJ2PI8W15AhYQh4noJyLIXmB8awZbeN4UbThSQQLC8p2D80MDcj4tlhE/mJ7hR2rcGM22Hc2FEK07Xb+4NTz+kUY2+eJWGPhqV1GR6qRsFT1vJ+cGxEJgZHKU5anBW6ETyNGDsfhc8ghJkG2TSFIPhwXWbO1+o+6jpBYZbi8toDz7NyyuMzKzb2AQiYzI4X+zUrSwokaTiDuxuXECBgKjYur+2+/Q9LKD992sa4KDLB5qqGo4T8UkoBWQJkEdA0EaoiBMVN0TzWTJqDx9ClaOhuK7FoWT5qdcZqtp9z6CTENJyeJ0NODJMoBKnmgCXrAYDvQZY4NHQ3uKezn+1MVxqmGxR1eV2c8CTve2e9XebYqWHnQbexyIr1eosiN1fZJIVl+1iYk5DN8Hi8o8feztkpHnXd6UsdD9IwdjE75zikUwQCz8b5TdNHXQdq/z97b9YjyXZf+629d8yRc9bYNY9dfQYasi6gey1f2L6iKIqDKIqCr236RYD0ASRAIAkSfBEEiKc1+ANITwLsB8Owr2AD1xQMyPCDAUIP1pm6q6qru7rmubJyjHn7YUdkRc4R1S2ec6hcQOOcgz5VlZUZEZmx/uv/W43+n5UkiWB9We9h9M9MCgzQ9ovGg8rCCIkG6BSGyu5REoyAQFynA86RMRlu7zxoKgWjBM1WL6LkTRXxsZ+/6GVKA+JaQgBcJCivM/SwyDDDIIUp92rNw9WNjbVlE5U7DycpC/0oATZWVWzvjf66aFjxfC/ZADm+SSDLFL7HUQsHaIOSs1HRYrU+ergXaeGRhlrdQyXBRlGkyODf3rsfIkmMoFySUcjJUBVhsDat0Wa+qlAsL+jY3uvFam2tG2g0g5GlkUnU7jfQSDjM4pAYByU+PM8XgzuHoNkSZnMarS8bODm3hiaaf+U/zeO733mErfWxkQzcG8k/+clPcH5+jh//+MefOyMZEPe/f/VXf4U/+ZM/6fm7X/7lX8ZPf/rTMUd5rLE+XxobymONNUi2/eas3DT62c9+homJCZydnSGbzWJxcRH5fPLW4c9jyV63PI/jf/7fz/A//W9niY3fUTzl+VkFQYDEH+aHaaIkY3ZGg88ZTq/8dunfv/6VKUzNZvH89ZvftZka3krKeXOB4fjm3lBmlOP1swNcJWwpf4gIAR6vKHj+sv/P0FUOUxelfoosbnp9n8NxXOiyWJ+NSrcCH+Cxt5Lut5z4f4t/5wgCDtd14fsBJFmCxKTOr4n9e7kgQWIENxUHhs4gSxSOG7QLtNIwLIdpcU5DxmTY2Wv2NROyGZEgO78Y/bq0jdD8/Q1iy/KhyoCsMHgeh2UHogldoqBUnN9BwNtGuO0EaIVJw7QpuYjD253gfvex4D/2U7EgoxylvQA07QA3t4NT2FLI4b1NkRQuFWQAHDcpOJMRt7qb9dyZsBSMxduqg8urXiM00iB0A6PA440MajVv5A14UoRJtzSVYmlOhqIAtu3Dsj3Umxx3VcAPkl/bZ6ZUNFvewG0AQoTpm7ScbpA6S+BEaV2jKUrK5mY0nF/ZmJ/VsH/QAqGAqTOooYkmh8Zwdwresnw0mi4azeSlS5urBjyP42VsVfvJhuD5xl/nvqVqLR/Xt+5IwyeXZViaN/DqoJloUBHxWHWNQFNYOyFN2zzW3rX7ZivA8oIOQoCD4xYW53Rc3TjinAtLyoaVqiVVxqRYXRrNlR01HOn7vQ2GibI45/JZcR07PLVxeWWnSgkDwGRZQhCQgaWmgBhWrK9kcHTSSjV4iaQqBMUCg65xEARw3QAtC7irE/g+sLoo48W+i4VHKkxDwvaeOKYIANOkIfInOqajFHyE/BGp8H7In36KiuNOhhS5SoxgoizMfEUm4AHQaHWa+aM0N6Mil5MEH3vE20YhJ8EcUVbY/3GGBv+VA8/nPSnh21g56ygNu55GRYvPXzQeNFTpp3xsgMYYQcvyocgE1xUXJ2fpP3NNlhVQynF+Ofz3nSgrmJkcbPAPUtzMZ5SIz111gdlxHNFR8M6mOJfbpnjN6/ua6hqFaTDouhjEyxLpxYX4AWxHXKsH4ULapvgLsb2zuSqwY5bNIUsExTwR5xwR9zKWTVCtA5bd/5r/aEZsz3QPJP/Nvyrgu995hM1VM/Hz9YuuyEg+Ozv73BrJgNio/dM//VP88R//MTRN6/n73/u938Pf/M3fJA5YjTXWWD8XjQ3lscYaJMdxMOI8eCuq1+s4ODjAyckJ5ufnsbq6CkVREn3t5x1rEdf2XgP/w18fjCwY6qfHayZ29ztNDkUGNlcMfLKTvuwoiRSZYHlBh2HIUDI6jIkp3KXrSeurcg64rr7599lcoDi+Ye3//udMJ0eihGOqxDBTpnB9CMxBy0et7qJScYcOCeZmCI5OPHAepomnVBSywhCu1j2cntlw36jYhWN5QUPGkHByZg29MSUEHWuvnIvf5SYhl5cQsdresgLsH44+nidKMjyfp2b+Rjdgr14L822ipNwnQkMT6eoNTKRISVLPaQ1RTaOYLCnIZiQwJgYJhs6wf9hMhbGJVMhxuD5FozH8t11d0iExkppb3c8IrTf9djqNUmBzVRiSpkGxtmSkTtemxWcszYvisO293mscJeL4yGZoO2HZbAWo1jmarf7X/7kZFXc1t4OVrUaFbn0SqUnEqCguM3SR/FdkKjir4dp9VKioaxSux2FoFM1wvdmyA1Te0jEMhMWUGxnc3LoDCxCfbJp4vttIdGwYOm0jYKJUc7XmIeA+5qZ13FYFV1buZwwnMFiGKbrG1Bt+x7BCkQmW5vujF9q4hIzgo/seF5sE105fDitwj2mIow1G6d3HAmGS5jV7vGbCdjqvl/cDNJHCbl+HR5j5EyUZhJCe4zVaoe9X6pVGBGG60hCFkJGJRggHJRyM+fB9F47D4fkBWi2C2yqBZfcORh8q04jK1qxU3PJuxc18xsKSspqHy2sbngcsL2hQZFHol+7xMUyWlUTvf5EpfpzgeqkqFBNlGYYGeJ6NgBP4vozrW6/nGO5m3M/NqshlpESlkUk50m3ef2j8O26ArbUMzq8cyBKB4wZgjDwI+TEMPzE9qWCi9HZNcVUhyJpSezsKBJAZwCGY2LYdxAoGxe9cDxE4b6JyUcbstIrtPknxhUcaag1v6Gcj0yDIZwkUmYNzH55PYFkElRpg6hSmyXB24eI/+1cF/Pe/O4e1ZeONHu8vkp4/f44PPvgAp6enbbTF59mM/Yu/+At897vfxczMDK6vr/HJJ59gcnIST548weXlJf72b/8Wf/RHf/RZP8yxxhqrU2NDeayxBumf01AOggCXl5c4ODgAIQSLi4u4urrCzMwMSqXSyK//PJfsdatl+/gf/9dT/C//x8WDjV9N5dA1CXehn7W2qIU3RenXizWVwAwLlqIbRSaR9tUwCMTKtOPwkLcnoVb3kM8rqFsEpZIOM6dB02QwRUYACbZHUbeSNc0/KgEnN6kfdo9WZgkuqsKQ/edJJ3OU8wz5DAHhPu6qwqRZWdCwt9/C6pIG1wVkJTLvRh9760sUOy/7v2aMipuoQl4GBXBX93B8asEfck/WLvTT2YPTaN1ql/mYEhgFHDfA3Z0wZTRNtJAPS4sN0vwjDdc3g42duBbnNZiGSD2PupmT5XsjVJJEmU+SFLYSGolXNw7OEqSngYelbGenVZQLIvXsuLydCC0WwlV+DjSbydJ0C480XPV5DiMOb60+OimcVPFUVj4rsCGUcQQ+UG/6uLxyHoQ3GFX0RwBsrhtwnN4ipDSPvVRk0FUACGDbPuoNjrs6MFGiqNY4ZJlg4ZGGg2MH9YYPiYV4FJ1CU9k9HoWiIzHcgUdp+iNNyLUVAxT3pYFyOKjbjRlY0TEcGaGO4+H2zsJtJUiUSI4M/oMTK9HQ5p3NDJ7t1lObf0vzGnSNoWX5CAIOXWNQ1eRGaBIpCsHjVROnF4PxGUqIpNlNYQLGOayEAJ4bQNcZPnpWexDyI8lzyKhIPt5UvIEG/yCpCkepwFDIa5Bl2jbzL0IjtJiXoKgU5xdOG23QjyltGhSmHjOG2xxpAg7Bzfa8rpLQpt9jSBIIbnmEzgE6i/JkmaBUYDA0DkrvU83VOoGd4m05n2VYnNfDsrX0H5hkCchkJBjhsanIFBIjINF5HPL+MyZDq+VDUajYrOECl3Bz6yZ+H1UVisV5beBxaOgU6yvGWyuNjB/DlACWEyBrUFzeOigVVFQqLmSFQpZjHOmgtwi20fQTcaTjUmSCx+sZHJ9aHaZ4uShS4ad93kP7Ij/qAhUVDd81lWJh7v45fDStIp+XsL072BRXZPEZ1tAYNI1Clro6HbgY4LpOgJZ9bwxHCWdGBdf+8srBxZWDdx+Lc5mxeMFwjJl/43QMIZOqna7eHY6CmSjJkGWC0/N0n18JAUp5ii89YfhPnvgo5V1QSmEYRvuPaZowDAOMsdHf8BdI29vb+MlPfoLT01P88Ic/xJe//OXPtZEMAH/2Z3+GH//4x+1AlW3b+Id/+Af87u/+Lr785S/jV3/1V/EHf/AH/+Jey7HG+gJobCiPNdYgua7bTv2+Ldm2jaOjI5ydnaFUKmFxcRGmKday9vb2YJomZmZmBn79FwFrEenkzMLf/fQCf/9/X2F2SsXe6xYMncHQaZhkI+EHf3Gzg3Ad1POCcK3bDU1dAs8XrONKzcfCjIZPd+od30tV7lNiYbjkHgPgxHi4LX+oQRnX+pIO1wuwfyhuHjMGg6rRgWv3hADFoorJSQOFogYzo0LRFFBJgscZLJeiYRMsTAIHF2/+/E6XCOq2MJQnTQt///dvlk7OmgTlHIFEORoND6cXdk/K671NAx9vi3Tfo2kFp+ciWVgqSJibUfH62EZtyOo3JcDygooXQ4qN4mKUY7IsoZCXwShDte7h/MLG/KwKw2C4vLTRsgNIEoVEEXInBc+TUZEYjLAQhIqfD4ikGef3fEqO+2Mm4EDgc/iBMBt8X7SQq4r43o1GAFUVHOF6w8flEL5it9aXDewfNvuueadNPY8SIUAxL6NUlKGrFBxAy/LQbHqYnNDw8nXrQTzhd7cy+CTByvvGikgJDSux6lbGZMhnCRh1IcsMhCqo1YMORujqWAoMzwAAIABJREFUko6jE8FKzxgUK0sGjk6sgSZIm+OoEigqE+u6UmgoDcEMxI385XkNep+kcAdzUxKp5mrNx+X1cDO/HzYgMhLPw5v8h6qHm60QSIyGKAkOWeJwPQ+e78P3A1gtHzd3g7mxD9GocjpFJlic0xNxwAt5CeV4aZ3l4/bOxfWNi2KUrk1Z6gQA7zw28Wy7kejD7OaaAdftNPgX58Rwo/vcjwZSGVMk8x2X4656nwgdpEyGYWVBx/5hMvNNlglWFvTUydKVRR2yfM/6luV7E0lRRAlcvTGcGxvpyabZF5EQMaUfMngbpOg8NnSKfF4SyBAmrnOuJwzDZksMONrv941eYzitGAWebGRwdevi7KLXFI+byoOUzdCwpIwjCHzYDkezKRAa0a1WuShhdloU+jkub5/HkTGsKgSM9WKO3Ij3H5ZIDitpBICtNQNN674EL5thKORlHMZK8e4Z/xIkicB1A9TqPi6u7Z7vLzGCjTUDz3bu17cECia9Ka4qHIZGkMmo0DRhwgoz/P5a7XoBnNAYLhdlOG6A14cWJqLtEuVhyI9Biljvr48s3A1IimdMYRxHnxVHqWNDShXXZknmkBlFreGDUdL+TNJGWcU6HR5awisxcSz3G1ZtrBg4PGkN7ESIo6IYhUi61/2+17WpCQWT5XTpak0FCjng7DLZ70IJ8G//dQnf/c4jLC/cF5X7vo9Wq4VGo4Fms9n+p+/7UBSlw2Q2DAO6rn8u758equ3tbXzwwQc4OjrCj370I/z6r//6595IHmussb7wGhvKY401SG/LUOaco1Kp4ODgAM1mE/Pz85idnYUkdfJfDw4OAACLi4s9X/95L9mLxDnHP/5TFf/hP57jH/+/u/bNnKEzZLPJOLL9pCoE7z7OQpIA2xEftG+rHk4vLAQpOKJJtLqkI/A4XvUx9VYWdbw+biVK4/bTyoIGzVCRKxoolExQRUPNZmgOYMQNk64CVJLBKMfBs4NU6+qqAkyVKFSJw7Z8XFzZQ/m0BBzvbpr46Hkn8+PdTROfxG4kZYlgY1VHvRng8KR/Ii2XYaAIcJMyTSxLHI8mAzQtKkq5VAmcU1zdeKnYumm0tixKBOP4hH4p3XxO8BUNnYFArPLfDOBBvrOZwaexkj3TEOzSUZiOuGQJMGNmg6IQyIyKwQzEzbfn3ReTtSwf+ZwETWU4ObeQz0jgQMcqf79SwH6iFNhYFUZSv8e1uZbBbcVNXbY0TJIEzM/qKOQFF1uRCfyAw3Z4m8Xt+2KzwLY7CxUfegmPEomWnd7g7zYMhJkfcnnvPBACPNkU2IB8xOE9bHaYH5IEZENjeOBr7IuBWRJu9tqSDhZDgawtGzg8brXNiYzJUMwzaCoH5wEsyxes5hoSX+8EuzaZkagqFHOzKl6+Tj88mZtVUcjJuKu6yIYFWm7IR7+6thMXRQ5DN0hMpN6HHcuDTOV+aifz85JINYcFWrbto1RUsLPXTM08lySC1SUdO3ujTeV+yIlR6riuhZidyp2HyxunfT3cWjex+7IBPwCyJsPKoo6XB4OHVYZOYRr3Ax6JcbiuDc/zoKoaJEkWiWF3MC5kZVGHLBHsvGx2GKL9jNDuRGhSRaZ4EkzDQ/nojAGriwooDcC5jyAQmJTKHUXtLeC1IokBj+DW90uKGzrFzNToc7EbFQUAliWKAacnFZycOZibVXF4YkGSaAcrPD7EC2Ic6UbDRaPlwbJJ4sTw5prY4EhyLMeRH5QSuF6AavU+6T7468Q20svXLdQT4FNUhWJpQUt0Lsa1PK9BUe6RI4oSTwlTeB5vp4QbzYe9mcmSYFePOpYfUhYormsyCnkZ+awEQiAwRkN6FAZJkgg2Vw18ujP44KcU+C/+TQnf/Z1HWJzXB/5//eQ4DprNZofR3GqJY0jX9Z5Uc1L04OdBOzs7+OCDD3BwcIAf/ehH+MpXvjI2kscaa6yfl8aG8lhjDZLnefCTxln7yPd9nJ6e4vDwELquY2lpCYVCYaARfHZ2hkajgbW1NQBfLKxFo+njp/9wib/76cXAcryZKQXVmpd6jXN1SYfrchyeWKAEWFrUsX8ofoaiEMxOqchlJfgBUKm4OLu0wQdf2wZqbUlH4HeWOPXTl55k8NF2urs90xCt2s92+q8xzs4YWFzOo1jOALKKmsXQckb/DqWChJxsD2UnMyq4x6YG+K6Pq1vReJ/05k2WgNXF3mZ7QKx73tXcvjdmi3MqMqaE3f1mz98vL2jYP2wgSHB6ZQyKlQW948ZuaV7G6yMbPIj+H45inkBRKCyL4PzKT132FEkOS+NuBhhJUZL42e7oY0BVKCbLCrJZBplRcTNb8zBRlnF2YWN6UsXFtQtGxOqrHPFnw9VVHq4nRwmllhWg3vASmyPCFBU33/HjulyUEXDec8PXrxSw0fRxdWN3rLwqCsHcjNZObEbs0v2j4bzP7tIqiQG+74BzD6qqQlFUYTbEUmjxFfSVRR2KQrG7d38e9TPzb+/cB+EogHsj6eziYUzhbsXNf02jIWtYrKFTwuH7YbK57oVM8gD1BEnDJKJUGIn1pt+RQIy0sSIK5YadKxIjKBUlZEwCRgO4rkhwV2uAFV6jchmCuVkVr4+Sp/UB8VwXsgHOr5Ndr9fD1PuoDYeOokgCtKwAN7duXzOlu3BS1yjWV8ye1fZBWprXUm0pRFqY1ZDJMmy/aEBTQ8yOIYUDnk7O7TBJEsHastF3wCMxYSReVwYzpR8iWQLmwgEPowRqmGx23ABBgLfGke7W5qoB1+tFwRg6w9TE4IQoIeKaV8zL0KLyUKt/eWjGpFhdNHsGPKP0Xri5kfSsXZrXoGkMO3v9ed6mQVHIUWiKGPA4boBGC7irkcTPoSyJocjZEHxKJEUmWF5MNpzo1vSkjMmyisqdh2xGFOB6AUe9PpzfnUZRcVyt0X/rIa36lnFaHuoNF9OTBnZfNlI/bsYInqybPeWt/bS6pIMSkmhLI1IuVgxICYHtBLiruri8dvri1tSQXX1wbCU2iSdKMphEUoU/ZqdVFHK97GpNDQc8GQaZhb0EdTGQaln9zxRCRBF3d+qfUuDf/WoZ/93vPML8o96ytjcR5xyWZfWkml33HqERTzV/nhAau7u7+OCDD/D69euxkTzWWGN9VhobymONNUi+78MbdTfXR81mEwcHB20m8sLCAlRVHfl1Nzc3ODs7w5MnT74QJXsAsH/Ywt/9n+f4v/6f60QfvjfXDOzuNRNdQCbKCiZKMp53GXdTEwqqdX/gSrmuUcxOqciYDK7PcX3rDmUtry5q4AFGGsmRKAWWF3S8Srje+O6micMTC9WUq5ezsyaWlvPIl0wQWUXVYm0DJ9LSLMOH/3gYW5HnmCgw5E2AB+Jm4+TcTtUOHlfGoJgoykN/1/e3epPLcWUzDMsLGk7OnY4k8foixc6rwa9LMS8wGoPKot5/ksGHn/RvN2QMmCgK9rYfAHdVMjLxVcxLWHik4VWClXNZJqIs7wGM29Ulka7LZCTUah5UNR1HOIlEUlQYCYNM0UczKu6qbuLUUzbDOkoBgwDgAYdpUtQaASghYKw/t9KyRXq22UrHrQTuTdFG855dmkSKQjBVVkMzn8D1+MC1bUC8/vOPdLx63eybSOvgVkbmfx826Sjzf33ZAA1T74wJbMHuq2ZvgpVHZn76Y0JTCTZWTZyejzaSHocJ04cYfatLGjQV8FwffiBwA/U6R7WOxEM9XaOYmlDwuk8xFTAan5FG8QGPFBoctZqPUlHC4XEL848exq5dmtdwcZXMOFtbMUAw2hQHYgOenNS+TrTCVf5qrPBLYgRrKzq2w6FflBRPkq6Ns8KjTgEpREcBaKdJHZfDsv3wPBZImLkZFfmcjO29BlaXdOwfNGHognMrTC/Bua2EDPqHVFJE6dpK1cXJ2WBTXNMoHk2nT7xrqjgmykUZkiRMukpFJFiHYWv66Z3NDJ6/qA89l9ZXDHAO7KUwEuOiFCgVGEyDQGIBPE+Y9tU6QTP81VVVXGeOT51UaVPGCB6vDU+IxjU3oyIXGYlDfudo6KdrFI5jo9F0YDkMtxU+8pigVKRrbwYgR/qpb+GeJLjK7cI9v3ODR5ZpG1uxMKui1vCRiRmh1Xry7Yf3n2Tx0QBO/vqKAd9/OB+/nxgjmJlUQhax2NaQJIKzS2dgwGOYIrzFqAT43KyKrClhe8BQZJhyWfF5os3DtqMhmsBbvbclBn2UEvzaf17Gf/s7s5ibebtGchL5vt+Tam42mwiCoI3QiBvOmqb9XO7Xdnd38fTpU7x69Qo/+tGP8Bu/8RtjI3msscb6rDQ2lMcaa5DSGMqcc1xdXeHg4AC+72NxcRFTU1OJ3+A556jVavjwww8xPz8P0zSRyWQ+lytXfsDx//5jBf/hP57jnz4ZXC41SJur8sBiNuDeDHv+ot7TCB3pva0MPtlJwWY1GGamxIdXxw1weeMin5MAjgetXJcKMlw/GFpU8mhagaqyt3rjMPfIxMJSHoWyCUgqsqqH7U8vwAhHvS5SaM23kAYCRKJLYhhZ2JY1mWi6H5A4iUQpsLqoomU5OLkQN31ri2oPA3RqQsZEUcb2XnOoEU6I4FzvvEx281vIURQLFAQ+6o0AV7dAEBBMT1JkTYZXh25ivjYgjqlsliUqkpHC1PNd1cPRqdV+/P2SzoLHeL+ia9s+KlUxFBl10zZREm3qe/stNFujf5mVRR3Hp1bqdfCNVWGKvHjVfHAp4CgZOsXaiomT0+QokCTSVBImquRwLZ5DUykcVzTcBzxisgojvPWG3EogLA3cyKBa83pM0e60dz91HhOA4/DwmHA6jBxhigs+djf/fJiebJp4vpOMJwwAa8s6KCUDy7hkmaBckGAaAKUcjiNMyLsa+pbsmQZDqdjJcU1jincrTcGgYDMDZxc28rl7RIllBbiuJF/bHmYqR+d6veG/tdJI0wgLv8LyUNfjYJRDVRlarQAcwmiKvA3RTxB1CojXo9H0EzNO44o4zN1p1vVlAwcnrb4DG4kBuQyQMQkyGQ2EUDQawhyv9xlqKbJIVw4rJ+z5GoVgaU5PxW2fnpQxWVLxfK/R8X7TZtDHku6WNXr7YWvdxItXjZ7U/1ZXod9DpCgEpsFghOZ/vHCPcw6CAEA0uBNbHk1LpJqTvrcRArz3OIOPhnDyl+Y1aCrDzsv0RmJcEiOCfZyToMoEPgea4THRsn1srZu4q/qwHT/syqDtrgwCcSPq+52Fe4KBn3xw2S6Oe3H/+jNGsLVm4pOd3uegmJdQKiowomMixMBcXTsd18/3n2Tw8bP7xPrmmgnb9gcOztrPyQB2NqMYyVUW5aQmXr5utjFJd1UPEyUFmQQ87LgUhWBl8X5IFdfCnAZDH5yuTytdozBNCbpGoKtMGPkyxeNVA7/2bycwO/3zN5JHiXMO13V7Us2WJV5fXdc7Us2maUKW5Tf+uS9evMAHH3yAV69e4Yc//CG++tWvjo3kscYa67PW2FAea6xBCoIArjv8RsZxHBwfH+Pk5ASFQgGLi4vIZrOJf0Z3yV6lUkGtVmt/QPE8D5IkwTAMZDIZmKYJ0zShqupnlloOAo7TCxsHxxYOj1o4PLFwcNzCwbGV2MTYWjd6EAoEwDuPRYt2klTN5pqJ3VcPSIguauCc4/LawWRZhWmINGC14eP80km8ar61bmK7j6GiqaLE5dPdeiqDslMc+ayEXFaCoYl0DSEiAdlqBSCEw9QZGi1heJWKMiSJotEKcHbpJGaIDtL8rIpaLTlL7/0nJj56lhwDMjMl0jRnlw4CP8D1rYv5WRUZg/WsTQ5T1mSQJOAmpeEYMWx9zwcQtJmx1VqAuxpPnK4sF2UEAR9YCJfLMiwvGHh91MJdn+dSlgkWH2nYSzDUkKR741ZRIuNW8EFnplToWm9pXBI9XjcT3RhGKJCk6/ORIVPMSyDEheM4CLiEepOgcjf4xIhM8RevmkMTn4pCkDGEadg2V6R7Ay0IhNlgO+GNtyXQGZExvLFqgAfAi/0mnmyYeL7bgK7T9s03YwSu47dTUw9BqBg6xdqyMTIpaugiHXdwnC5NJgwZGXMzGkhobkQrxWl5m93oh25FSeFa/c1M0XyOoZBjUGRRUNZqBag1ODyPIGMStGxgflbB4YkL2w4SG8NR0rDR9PtuNHRLmKIUuyNMMU2jmCwpyGZiXN7wmOgeMiwv6Di/tNvHbWSKnl0mx6foGoFpSG0DTZGFgUZpVBwqDKUo+d9q+dANiomighf7TawuGri6cVAImelBwNFo+bi+7Uw1P0RJOMyrSzpOzqxU70G5rISJogzDYGCUQFaA62sP+0et1IaVLBOsLvVHgMQ1/0hD1kz3fhOpo4xTFtfieiPCO3BsrIhrvu9zbG1kcN2Vru277RBHHXUNtSLTcNCAvViQMD+rDdzmoQQo5BmyJoEkBaKM0w5Qb1DUB3jvX3ongw8/7bwerC3rAMgD0tUcmkqQzYiBjaoyyLIoziWECAZ+wOG54p+FnIxK1YWmUIAQUQLnhgnWBJz/JJqeUjBRHFwcNwi9MEiyTDBRCt+fZQo/4DB0gmYrgCxTtFoBZCm20dLn2lVvDGbgD1Mmw7C6aODFq0bHdkXGYJicUPoOK9s87HzvwOT6xgWHOG7ejQ0XluY1qDHec7dURVy7DJ1BVQko5XAdC5SSMLnLOq5d0XEdf/5lieAr/+UE/pvfnsX05OjNzs+jgiDoQGjE7+cYYz2pZsMwRprCL168wNOnT7G3t4cf/vCH+M3f/M2xkTzWWGN9XjQ2lMcaa5CGGcrVahUHBweoVquYm5vD3NxcT8neIEXnVlKsRTQFj/+xbRuEkLbBHP3Rdf0z/ZBxfevg8NjCwbEwmV/uV3FwbKHa9Zk8Wj2O0ppxTnJSFfKCmzwsJRzX6qIOzoOhiWRKgMkJBcWCDEWmcFyOm1sHlzcu+l0v39/K4OPYeujWmoGLa2dkSVw2w5DPSjB11r7J8DzeXpO/vfP6pnPNsChme6/RNr67W+YpAaYmFZSLChgjqDd8nF46cBJ6ruvLOg6PrUSmTCRVIdBUiruUhoWhU7y/ZcJzfey8bKb+ekDc5BweteAncAWi529Y6lHcGMrIGBSUBnAcH/Wmj8odh+v1HgNzsypubt0O83NuRkUhL2PnZWOgCRDJ0BmKeQnHQ9a5+ylCQTRbPqp1/54ZC8GMvbp1UElYfPjeVgYfD0ikidK40XzkNNK1ED2QESV7jhvA9XwU8woazQCUoH3j7UcoCSeWyGoNNleGSZJCpuxtryk+7DlgTBwT+dxwtnSkpKZ4XBmTIZeRUpUZrof4hH6JzHxWQrl0X6gm2NIerruSdHG9v9WbTHyTpHAkxsKCwbYxHBpoMXNFUQgcx4Nt+2AsgG17qNVFKWC/8+4hiooWW9bopODI79XF5eUcaLZ8aArFxbWD+VkNNxUHQUBEWrCvMSxQEi3rPgnvpUgML8xpPUM4xkSxVT/Ge7ygjFHAdkVB2bCBCaOCXXtT8RJzmJcXNJxdWLBSXNLapuirJjSFQtcpLq/d9hBNlqkwx5siDdov1RxJYgQbA56DtaUwXZ8ixTzw5/SkScXjliUKiXFwLspDW1aA24qLZisdA3+UpsoKprrStWmlqQTFPIOucQABXDdAK0w1L80zvNj3sbakwPUIDo7tjoGHpt4nhuPHte14aDQctCwfnsfQtIKRg05Dp1hfMfDq4B45VSqI6+1pbEvqnvMvQVVC9nHLx3XFTfR+NzcjOjeSDhIeUrhICPBkw8TtnThnIlyUoTMwBtjO6PMuiXLhe/PuqyasAe8zSjhgeT5iwNL9NRNlUQyoyAS6xkAoYLUC+AHvHHhYYlg7bOCRRLJM8NX/ahL//lszmJr4YhrJSeR5Xl+Exl//9V9jb28Pq6ur2NjYwNbWFt577z34vo+//Mu/xIsXL8ZG8lhjjfV51dhQHmusQeKcw3HuP8gGQYCzszMcHh5ClmUsLS2hVColTgq/7ZK9iO0VN5qbzZChGK5bxf/8vEokXNfF8fExTk9PUSwWsbCwABANhyet0GwWaeZ63UO17kHXWQ8nOamebJh4vjc83bm2pCMIhhvJo6RpFNOTKrImAyEEjaaPi2sHrssxOaHA9YBCjmH3VQsZg6KQk2Hogt1HIAwxkQjycXvnpv7gLUnAk/UMXh22UG903oFQCizOaQMLiQBh6MxMCZOTEoJqw8fphdOToH5nwwgTO6keHgDgvccmPk5cVsixsazDsryOtFuxIGNqQoGqUFh2gPNLJxF7+v0tEx9+Ohi/Mj0pY6qsYnd/8I3XKEWJnnyOQZY4Al8Ym5VqgHwWOL8kmJ+lAKE4OE5nvBbzEiglidAO0Vrr8dloFERk3GZMFpZ9cdzV3L4pr+7BRBpTHBDGhGlIUGQOQjwwChi6CkUVa55RstKJoSSalo/VRQMtW/C+VVngBkaVAqZVNsOwEiXFh5ji3c9B0u8d4ShEgpbg4NhKVXwZqZAT6fN7JnqvGBVFW3c190F8zMgsiBAlvn+fdLds3jZQinkJC3OCKRxtnvSiJDqNYT8ALMtGs+nADyhcX+AXhg2nVhZ1KDIduD5PiHhe8lkKWebwfR8tK0CtzlFvJnvvjMrJLq9FIWkaRce13k6TRgYaCd/T7wceskxgaAyNpg/OechuFeddtSa4vA+oZejRxoqBYAiHN0qTJ2XhdpdxCn63h1xGwtGp/SDkzKNphkqVj+RRT08qmCgp2O5CTuSyErImGzhoaxeU6QyEETh2gNuqg6trF0Fwz979NEzdD0tXMwpkM32OayZ4u7wrTRolK7vTpKYhNhL2D8XwbXFODBXqjaDTpJMEgqIWmuNpmd1J2cXD1J0mVWTacVx7ng9dBSpVF4wF4EGAphWg3iCo1t/edlzWZFhZ0vHiVX9MUzbDUCzIOEgwADJiGybtbYJ6fItHpGvTXpfffZzBs93hbGxAHEdPNjK4uHaGXsMj9ZjjAdCyRpvjEdooHiwY+nMI8O5WemN8dUkHIZ2J9Oi8MwwGRgDb4biruri6eZg5rsgEv/nvJvHvf3sWE6XPH+Lv56UgCHB4eIiPP/4Yz58/x0cffYTnz5/j6OgI5XIZv/RLv4StrS1sbm7i8ePH2NzcRD6f/6wf9lhjjTUWMDaUxxprsCJD2bIsHB4e4vz8HFNTU1hYWICu66m+z8+zZI9zjlar1ZNq9n0fqqr2GM1vi9Ncq9VweHjYTm3Pzs6OTG27XoCTMxsHx51m89FJ8oTsO48zeLbbe2P9NozkSIpCkMuImy9No1AkCspE0hoQZhkIUK15OL1Iv24+SATAO5tiZXrYTf1kWUa94Y3kGMclSQSzU6pgSRNhnHz4rPlgw4NRIGtyVGqDj21GgY0VDTe3TuK0Wyk0mRWFomUFOL/qX1K2tWbg2W73iq4BFhagPYT1FyXQIjNJUQgkRkGpIDhG39PQKa5uHMgSF/gM20etHqBSFSm1JJqdVlGruQOTd1MTCqYnlaFppKSKEreRgRkZt/mshIblw1Apbu5EYaDSJ4EWJSvja6tpEnJRaVh36nVqQoFt+32T6t2lgHaYuO1mV8Y1PaVgsqRgZ6+ROBX4kETa43UTjhN0rBbLMsFkSRhIstxr3A5SuSiDc/QgMgydYn3ZwFGCorVR6msMywSqLJidIByeL8oVaw1RRtVoDjeG0+htJYU1laJcZNA1AsAPtwk47qqAHxDoGrA4p+D0XJh/cQNNliJEijiXuwceaY7r+VkNuSzD9l6zvb4t8BdWxzVZFC+KVHNUvNhs+bi5dUfihQgRSeF6QuRIWlM5kjD4DLx83US94SNjMJTLCjJdqeaLKwf+iMNhYU7DbWiodmtxToWhS9jZG5wUzZjCTDxMwR2Oc3k1lUBTKAilsG3xWnox5m607fCm19N8lmFpoRc5AAjzt97whm7fRKV10TaBHXJ5L286h1LL8xoUlXVgWnrwGYowhlmIz+hB/4zY8EhiiioyQakgUs2UBLBdH60WR7VOE28TRKbozl5zJOZB0yjmZ7VERZbdWlnUIUkE2QxDteaLLR4OtGyRGk86LNlcM7B/OIAPHm6+nKXgfY9Spzkurk3Npo98Tsanu4P7RYYp6Xvb2rIBznmqz86UAPkcQbmoQtelkclxVaH42q9N4r/+1gzKxX+5RnK3Xr16hadPn2JnZwc/+MEP8PWvfx2+7+Ply5fY2dnB9vZ2+5/VahW5XK5tMj958gRf//rXP+tfYayxxvqXp7GhPNZYg8Q5x89+9jPYto2FhQXMzMykKtmLJ5KBf34jOcljchynx2h2HAeSJPUYzUnaioMgwOXlJQ4PDyFJEhYWFlKltoc91strBwdHwmQWnGbx790s2ozBoKiszbFdW9Lh+8HQkitGgWxWEgxW7T51BhAEPLzhDBvt641eJuf0pIzJsortvf7pzXxOaq84AoBl+7i+9Qaydvtpc0VHoxUkRiG8s5nePKCU48l6BueXNjImw/GphXJJQTEvQ5IpbIfjpuLippIserK5omLnVe/jVRSCjSUNx6ett1KwVi7KmJxQoMihyXzpwA84MgbFza2DzbUMbu9cnITPnSwBZriaLAYCBCxksQJRIissunECtMLCqmE3uqWCjPlZFS9ft1AfwA6PGLcZk4BRDtcVx1OlyvuWky0vaDg+teDGDpPVJR2yJFivaVifukZhGqyHxRpnDLthSZfvB5goKzi/dDBVVlCte52ohMrwIqqkKhcF7/fFfq/xEmn+kRg4JE3t9UvcBr5I5X+6+7DSoGH4i/jP3VwzcXXjjCyu7FapIKNYkEWxE4CmFeAmVgA3PanAsoSxPgyfMSox3MHpdO6xCv2M4dUlHRIj7eFLnKGqqRGihEGSaJsjfHFldxyroySHxsvFA5LCkfoWk8XZ2RyQGcB5gFrdgywH8DwfjSZHtc7RbL299+C1ZR2UDMbQ42XrAAAgAElEQVQn9DOVB8nQGSbLomSPUpGuvKu5qNy5WF9Ox2GORAmwtXmf0h2m6DhLYvABYihVLkhQVQ+MBlAUFY7LcH3bOfCbn9VwV3VRCzdr1pYFpuVFQg6voTNMlWXspxg8DCr060APUALbDVC56y23TKqJsoLZSZGuHjawmp5U4Lo89SAo4ubPz6pQZALXE2n4yp0w6d4mPkORCR6vmzg5e1giPVI+y5DLEsFI933YLke9gXaquZinmJlS8WLfSmWKShLBxkp/jEk/bawY8Hze8Tmwn6Ea4deyYRFcNw87ruUFvWNbRlHEcXZ0YiX6bEcgUuyGIUHTaIKSQR+NZgDTYJieVPB8twE/4O33jwhxlaQsMtK7jzN4vlvvOwzaWDHgenwoIz2tGAXKJQXTEwo0TXymWFrU8J2vzaJUePOSul8U7e/v44MPPsD29jZ+8IMf4Bvf+Eai+827uzvs7OxgZ2cHFxcX+MM//MOfw6Mda6yxxurQ2FAea6xhqlQqD0ojvy2sxc9Lnuf1GM2WZYEQ0i6PiP4YhgHP83B0dITz83OUy+XUqe03UbXm4TBMMkdmMyHA7Z0HTaNo1D2xahyaZwG/LzFqtoShl7Q8sFuLcypMIzl/r1uaRjFVVpBps2M57kKWXvQBf2leA2PkQcnqJxtmohsuQjiebGRweWV3pJAGJVgMXdzQZEwJIAT1hofzKwe203lcEyISWUfhKr5pUCzPq3j1utE3VZxUqkKg6wyaQqGo9+32LCwyIoRAUwg4ARCmxS07wOWVg5uK+9ZuugHx+hgGw04sjfgQFfISinmpXU7WbPm4qwYo5ICTC4KlOQrLJri9EzeUhiF13IBGiWE/SlY6IhndDM3wJI8tn2VYnDewf9hsvz6SRLC0oGOvyyRTFIKpsopshoFSjkbDQq3ho1ojI03FxTkNpsGw8zLZc7a6qOPo1Er1unWXxkWlgKWiKILiEOvEN7fuyJt/GqZB+w1oBD5Dx6vD1hsd03FFxnA+L6GYF/x2WSLweQDPBRwnEOZ/AmM4jSIOd73p902Bjkq0EcJRzEsoF9UOjvD1jdORyIxKo/YPW20Od5JkpUiTJud0iqSwhO29/kVbgEj+lQoMmgoAAWzbR73BcVcHgmD0+zQh4jgb9Jx1a2VRx+l5upI6AMiYFKtLJg6OWlAU2lOyd3XTf1OjWzQsIB1UuDg3oyKfk4c+Z2mVMaNtAjGslRhpm2PD0EyDpGkUj6bVke+J3ciJpIoGf/mcDEUmCDjQbPi4vHVQ7/Mcz06rKBYkbL9I/h4wUZJBKUmEQoj0eN1AqxXg4NiCJBGsL+vtMuN4kSGhvciPpNI1io1Vs+PcTKuOc1mjsfQ/2sgvReawHR+U+LAsH64foNUCag2SmLXdXRLXT4/XxObDwYBz853NDLZf9DdUu1XIS6KbIJYcp4ygUnEwM6Xh9s5FwDk0RSCloo0Hzjl8X6ThbVtsPDSaohQ2zefGCAczqDiwW4oclkVGWzEe74tV2VgxcHjSal+TNlcNWHYw8DkDQjM8w2DqFBIDAAeyzGAaGihlAA/T/15nQWo0BNVUim9+ZQq/+80ZFPNjIznS/v4+nj59imfPnuEHP/gBvvnNb44ZyWONNdYXTWNDeayxhslxHIw4F1KX7H2RFARBB6f59vYWtVoNvu/DMAyUSiVks9m22Zy0mPCfQ7YT4OjE6sBnHJ5YODpNl4Tpp7UVA4QnT1UNEoEwVzLhzVdkfFNKoGsUAeewbA7H47i5dcNEWvLjyDQYVIUMLAUURrKJqyEJwSebJp4lTDpPlGSUSwpUlcLzgErNRy4j4erGwaMpGXv7DVBCRIGPQiErBLJMwSiBQHqLm04ehC3vYTrHccV6bmQkDbtBXpjTkDWFwdtdaBVxj0uFzuKsqxsH1RQFgJGJ1LL6MziTyNBFMknXCFQl3nIv/j4IxM/RNIrAE3xhzkU5WbUWoFLjiQyvJBrFR9ZC9nISw6ynnCwAGi0f1zc2Zmc0OA4fui0wSI/XTOy+Gs0INXRhIh2nQEHE14kZI3AdH3e1zjV+xgjWlnXs7IlzPgk+g1FhphkG60gMs/D+sCMxHLvpjhvDm2sGPE+sGy/Oabi8tmHbvAOVEHCg2UxuKnZLUwk2VnoTnP2UJK3dT6bBsLygQ1XEcQ4isCrnlzZqdf+tDnnWlg0QggetxEeiVBzHGZNAYiLV3GwFqNaBlkUgScDKgozbO46rm3TGWxpTuVSQMTerYvdlc+TA4N64Dcu+7KBnQAmEpvLjDD6JvY4rizpkmbSP71EyDQpNJWDUhywDGVODLEug5H6w5XpBh4HmOD421zK4uhHvN/eoHRmKQsADoN4UA4haY/hxrCoUC4+0vu/Bhbwk/i5FCeYo0fBcLpcUFHKSGPB4ASSJ4eC4lQj50e9x6hobinsSgzGxYdP9/1EquhQ+2Rl8PsaRH6pM4Ecc+i5zPEKbvHjVbLOLe0sGCRijYIISAcdx0WjYCDgBhwTL4uJ1HjHkyWbuiyP1cDiwFxsOZE2KfI5CVTh44MN2OBotUQzY7+N396CLQAwAqzUv0UbXxoqBg+MW7AT84bii/oKD4xZ0nSGXFUPewOeo93mOH6rZaRWFvITt3YcFF/opn5NQKohuD0mikBnQsn1oKkPLCsRnERqZ4eJcdpwALStAsykwKQ/Z9jH00Ej+xgzyubGRHOn169d4+vQpPv3007GRPNZYY33RNTaUxxprmFzXbZvE3fqippHTKggCnJ+f4+joCKqqYmFhAfl8HrZt96SaPc+Doih9Oc2f1fPiBxxnFzYOji0cdpnN3QV3cUU3KaOSaIZOkckwmJoERSWQGQWhADjgBRyOw9Fq+ag3fdTrXs8NQvcKcPxmqaMMEAT1lofzy95VzLhWl3S8et3quEgTCCP5+tbF2cXwGy5NpSgW5MSM47gi061a85DLSiBEGLgXl6MNgzQi5L5k6SFmJSBQKRPl0IyhBJbto1J1cXnttm+c+hXgGToVJV0qgaIyyD3JJMDzA9gOh2WJ5HGzFQxNGM1MKpgoK9h5eV+y86V3sh1Fg1GBTy5DIbEArifS9ndVDstJdm5trBrgQbLBSC4rzO/zy3Trz6pCsLlq4vzKQbPpd/BXLYejUnVweeUmujl99/HgZGW0ov82mNKRIsOrVJCgqwwBBDpBUxkajQCEimMv4pK6IUe6Zb0Zi1WSgMdrGdxUek2k1SUdRyeD09pxU5FSwHF4eBz3rvFHxturIZiWbhECbCwr2HmVPFkZJdK393oHAj38bg40GumLFwkRGxm1hEzhfooK9wyNhZsPIk1LYrxwAkBVAC/w0GyKIY9lhazmGhIz0keZyo+mwyHPXqNnMJZW7ec435m4zWYk2G4ARSK4q7pQVFEk2WEmBRxemISPjGFRMpj852sqwcZqchQAMPg4voqZ44ostid2X4rr11RZwVSInBg0NCZEXOvFkIdCVSkkRtsDzX7JyuiaHWl9xQAPSxCXF3RcXNmwHf4gczybYSjke7nQUXHkKA4vIcB7I1K6w372wiMxgOUc4ISg2RSDtGptOOIprZYXdChK/4GFIhOsLBrY3hs+uGYMKOZZiIwK4HkBWpYo45ydonh1EGB9RcVdLUj9PrU0r+G64iYygLMmw8qijhf7zZEopmyGoVyMDXmc5Mzx+VkNmdB8T3K+dVy/tPu+g+ijdvf2UpSS3lwzUa17cBwOSRLXunY6Pwi3TG7TDd27ZegM3/rqFL7zjRnkMp9d0OTzptevX+PP//zP8cknn+D73/8+fuu3fmtsJI811lhfdI0N5bHGGibP8+D7nR+q+pXsxf/5iyLLsnB0dITLy0tMTk5ifn4emqaN/Lp+nGbbtsEY6zGadV3/TJ+3m4qLgyOBzzg8iQoBm5id1hEEIimrSKFBjE4Tqd70Uat7qcrIIkWlVM1W72ompcBqmBzq+7VEGIulogxVoYLNeOeGq7TiufzSkww+fFYHAcfWhombBEZyXNOTCqo1N3HJ30KENBiCAinkJUyWFOgahesJ1Mf5pZ0q5RWlUbvL3B4i06AwdMHQVhXaTgxTRqCpFEHAxZ0WIWhZAc4uLNxUvAexNgdpfcUAJYNLA4cZqnHlsxKKBQZVAXggUt13tQC1OofECBbnKKp1gqubdDeIxTyF7fiJuLPFgoSFRzpe7jdHmpURGzSflaDIBL4P1OouLm96hyXdabSleQ2G3t+s7FY7MawzqCoLzaR7xjDn6FvS5TiBwGc0fFxdO5goK7ireigX5XYpoBWWAl4PKQUcpYxJsbJo4ODY6mHDx7WxauDV6ya8FC9fPKmYMRgYIyHv2U7Mp45ECLC5pmP7xfDhTTxd/RC1ixd1BkKFGVOpdJaTqYpgV8evAapC3nrhXntgEUsKf+lJFh8+ux/ySIygVJTahpfrhqnmGvoOefqZylFSePdluuLQiJGuhyxpWRJmePSxPggA1xXlmY7rY6qs4uLawdSEOJYjjrDlBLgbMIBIq2yGYXlBHKtJBxajFB9AGDoTw3sOqCpFvRl0nMt++DvbUbKyJczhhyQrAbGV0u89euGRhtvqYDNyVHLc0CmmJ1S8Omy1C0oPj62RxYxxRe/xSRWZ789fNOB5HBsrBl4fi5K5eHJcVcQAotH0cXFlodFM9+StLxsIEhS6USoGQp9sp+t9AKISPB21mgvGOACRpm2Gqeaknylmp1VYtt9m13erkJOwMKcl2hYYpWggXMiLVHO8kDOXlVDIy7i+cfrjf0Jsm+sEaNlBO6CQ5rMngdg+u73zOoaW4mdLOOjDKNc1gqwZhFs3GjyfoFr1cHk9mJ1vGgzf/s1pfPtr08iOjeS2Dg4O8PTpU3z88cf4/ve/j29961tjI3msscb6RdHYUB5rrGGKDOVfZKxFXJxzVCoVHB4ewrIszM/PpyojHCbP8zrwGY1GA62WuOnox2lmIkL0majZ8js4zcJwtnB6br8RZ1JiYp318mZ4KVXGFGVqVylKmDSVYnpSQTYjSp1kmaBy52Jv/2HmzvwMx9HZ8ON7bUkHoeTBq+aSRDAzqSKXlSAxoNEKcHlt9yRjpidlTJVV7O53plHbJTe6BE0XxrDEwpQhIeAIWYbefeKu2fLRaPRnGa4t62BMFOBx3on/iPAZURlOu8X81k1lBEgSsLWWwU2sNHCQGCNYXbpP5KVRISdhaUHHbcWBphIQBLBdH/W6j9s7Dj8hPmNuVsXNrTtwlXxhVkM22x858hAV8xJKReW+sM4OkM9QtFoBZIWiVvdjqJjhxnDaxHBk7nQXU2UzDBmD4bRP+V4Ht1Ii8HyOas0XqIoBK9WTZQUzkwp2XiYrQAOEubW9l65kcG1JB4sV7UXK5ySUi7IoXkRkjg8vdWKMYH1Fx/aLzmMxuqZd90lXp9Wgwj3GCFRZnM+UEHBO0LJ9XF45uK64b4w0imsUUzipkZfNMBTzDEq4xm/ZAep1Dl0Hrm8J5mYl+D7BxZUnihU1BjWWMqSxlHTP9SshIz1KCseP50EJ12gAkctQcO7Csh14noxqnaPRHH6MTpRkzE6p2I5tWAxTfMtDVWP4nz4p6bYx3PSxtKBDlkS/wMaqgaNTS6RBTQZGANvhqNRcXF493BxnFNjayIzc5nk0raLZ8lNd++PGrWlSSJTgrubh5Nx+ELpmFOMcCHnPeRnPX9R7npOVRR3nl8MHTKbBMBlt8jACxxFlkZdXTseA6/GaCcv28TpFeSIhAqkz6neIlKQEj9L7VLPEAni+QGfVGxSNPh+FykUZskRwFvs8VirImJtRR5Ytdqsv8kgmoISEJakiDe84YuiRz0pwPQ5Voag3PBgGg8QIXJejWhMDiDdFA4lNjgxuKoPLY1WFYmlBS4y/oQQoxTBX4IDjcfzKL+Xx7a9NwzTGRnKkw8NDPH36FB999BG+973v4bd/+7fHRvJYY431i6axoTzWWMPkOA5cV9yI/SJjLXzfx9nZGY6Pj2EYRhtr8fNQEARotVo9qeYgCKBpWk+qWZY/Ow6b6wU4ObOFyXx0n2o+PLFgD0mwRDf2aTivc7OquKFIwfnLGBSrSwaOYwZCO/UXT1ZWkjWCDzJPHq+bsO2H84S7RQCYJoWhM+gaC3ELDIBITwlDhaNl+R1cv2YrXclNP0UG723VxfFpr4GQ5KbdNBgmSjIyptSxrn1xdZ+szGUZlud1vD6ycJei/EhTKaYmZBwcJzPrIj7y9l5jYIIpuiHM5xgkxuF5PhpND5Uqh2X3XttWFzUcnFjwYg97c9WA56dLozIKmCaDGSaGlTBZOcgY9rwAU5Mqzs5tzE6ruK64yJrC2HBdjruah8srO1Vyt5+KBQkLsxpe7LfaPNFulQoyKEXiZHy/AYTnB1AVho+e1R5keCVJrEe870ZzcDHVIMkSkMtyFHIKDEOF53HU6j4uru1wPZpgZVEMOAydYn3FwOFxr7nTU7gXGsM0TNxxDrheWLhn3xuG/cyTqQkFUxP37OqFRxpuKw7qoclZyEsoRwMIArQscX2LDwSSaHVJB6PCfB+lbhxNUklMYJR83w9xWQEcR5TV3dUAx307nysiPu7L182BWKf3t5JjE+IFcJQAlhOgcudBYhzTUxpubl1IkkCGdJvhUUo6Qkk0msOZ+P20uWbAdTtZ7DQ0fj/tcz60S/ayInHrR1iVIYxbRSZ4vN47TBqm6UlFbAglfE8HxLVmfrY39dqRaqaA7SZDJQx6f1qc06DrDDsjhlDzjzRUa25qvAGlwGRZxtK8AYkB1brfTtymMdnF75DFR88Gn0/RoO/1Ubqyxd7vQ1HMU2hqlGr20bQIXJfANCkcR1xv9l5b0BRhDOsaFQNMiYYs/P6YlHoz+QBzdUls5u3F0FOba6K0NP55r7ufAACaVoDbW3fkMRcNRi6vnURFkJQCa0sKdlOgjQBxbfidr03jW1+dhml8diGQz5siI/nDDz/E9773PXz7298eG8ljjTXWL6rGhvJYYw3T7//+7+NnP/sZlpaWsLW1hc3NTWxtbeHx48cwTfMLbyy3Wi0cHR3h6uoK09PTmJubg6qqn/XDAiAM/DinuV6vtznNsiz3GM2qqn5mrwfnHBdXTpvPHCWbr24cTE2oiTAA/ZS0IG92SrSBp0k8KopIVqqyD993QIgEy2G4unHbxiGlIsW0t99qM0srVW9gsjZqAjd0Cj0yDGVxI9ZvLdmyewtfZAnYXMugcufi+MzG6qKOg5MWPE+kbsshNkPwmQPcVJyBK6vDlM8yLCU0eJOYyv0kSSJRJYccU2HQiXRXkoKu+8cq1mQvhiTWN1cNBAn5yMOUNRlKRQmaCgQhL7ZaDZDNBDi7pFico6g1gJbFYepSuHLPIEkApWLYFgQiGT6o8X2UCnkJi480vIyxfikBNtdNPN/tPB/uV4nDde2ohOrabpuOgyTS1dLANGq3piYUOE6QyjAhEGaBEzPEkpQCDtIgI7AfCuJNJUuAaUowddYutqSMIPADUEJCozBol2hGhuHbKNxbDNEm/TA6oqzQGXo8qQrF5ISCrMkgSWIoVa17uLy6T/0NQw+N0pfeyeDDT5NdE3SNYH01g+MTq20ErS7pOD61OlLs+RxDIcegyBxBIM6XWoOjVk/2vpY2KTzKyBskwccVRQEty4epC3SNFwD1hoerayc1VqVb0fvNXXVw0RolwDubGXycAAsUKRqwRua463IYOsXLgxYqCXnPcU2UZFBChl6bgV7kRFJFqeZ8iKPgIY4iXsj57uMMPt2pg/OHbQ2VixSO46PWSHacCVxFBte3IvUqywSrMSayoYsBazYjgTExYK3VPVxcDUYlvB+Wf8afmYxJsbpodLwPpJVpUJi6BE2jbeSRJJHY5xHBEXZdDxIT71WeF8C2Bau5lp7IMVDrKwYCn+PlgN6HNFzn9vUtI3ocPI+j1vBxW3GwPG/g7PJh7wPvbZn4+PnoXzqflfCdb8zgW1+dCof/YwHA0dERnj59in/6p38aG8ljjTXWvxSNDeWxxholz/Pw8uVLPHv2DJ9++imePXuG3d1d1Ot1zMzMYHNzE48fP8bW1ha2trZQLpc/10Yz5xy3t7c4ODiA53mYn5/H1NTUF+pDj+M4aDabbZM5zmnuxmfouv6Z/m7VmtdhMkemczy9Okzvv5PFRwPScJuroizoxX46/uYwieSRgqmyDEURKeEg4KCUwnE5CHj7RsztXkt+A16l4BXqeH3U6kkhvbNp4tMhxrqmUUyVFWRMBkmicOzBBt3crIpCTsbOy8FFTt2iBNhYNUeWCMW1uWYg8AcbvKWCjFJRhq6KY7PR8nFTcQeaGlMTCizb70iSKbIwEa9u0jGyIxHCYegEGUOGrgvTOjKG40ksxgBVYQgCYRgSItJd9YbAZ3j+27nezc2oyEfFZH1MF0kSpVx7Cc2SXFbq4R7fVFyUChKCoDMhlvgxzqq4u3NHmtXRa3N5PRxvE1dPYV0ANJrCoIv/vHhCtpCTsDinDTVdJAltrIKuCV54EHjwHAeEEiiKBoAKY9gJ0GwFaDS9DlNSoCCkHrTJm5jj/ZSUw7y8oOPsYnDJ3SARIpKlC480SIyg1vDRskJ0TUpDcVRSORpa7b1uodHntelnKveTohCUixIMjYASH44btFPNrkcwVabIZSW8Okj/nC/PA/tHyf7fzVUDrteZFF5fMXBw1OoZInRgVVIwx6NyuvNLB5cJkE8PLanLZ9n/z96bx0h21+fez+/sWy3d1cv0Vr0vYzsWN/dGhNfCYYf3vvcm92ITwAYcAUJBLCIERwgR/0NQQMGAIShSpBApCBEpkD8iEQJOCGCTQDYSg2fpWXqm962qq2s5dfbz/vE7p7r2OtUzdo/t80itkezpqXOqzlLn+T3fz4PspIJrNyrQq95JqjkoJwtL9qKURQ6kOEgi0xaJM3FORDLJ4fLV3sz3qBIFAk3lMJDikEryYFkCjqULeJvbJg5yVt9TG5kBHhyHruV2PEfxNjttigNZlmBlXsWzq50/B4YAmYAjLIknHOGjgo2jYwfnl1SsXq1AU+l5c2VNry0ayRLlpEtSiMNpZIa3K8PtlYafOEdxW5eDRSuOI1icUxoW8UWBYDDNQpJ8EHiwbQ9Vg7KaO5njzVqaV2CaXiQcyLkRAY7j920Gc+Fns2fC9Xxk0jzk4NwzTTpRUM+i76Z7VugkTLu/m05xePB/ncP/fkNsJNdrc3MTn/vc5/Cf//mf+L3f+z28+c1vfl6fOx577DH88R//MbLZLP7iL/4C9957L5566il85zvfgW3bePjhh/Gyl73sedueWLFivaQUG8qxYp1WnudhZ2cHFy5cwLPPPotLly7h4sWLODo6QjKZxPLyci3RvLKygomJiTM1Nh3Hwc7ODra3t6FpGqamppBMJs9se54Lua7bYjSHnGZZlltSzWfJaTYtD5vbdYnmzSo2tg1s7Riw68w0hgFmp5WaiSaJBIuzKvYjGFXNDfcs68N1TBACSJIInuPhNPEqaZLURTrFYXJMxtq6jnSKx2HOhCiydPRZZuGDmgS5o9MlhENNjktIaixWr+tdk1v9lhAB9CF3OEMNOk1lwTIMdg5MHBx2Tze2kyAQjI2IXR8KBYFgeU7FQb4zr7CXFJnFcIbiM1gm4IIGpVmTYxL2DkzIEoupCRk3NnSUyi6YkN0osbUH7nbGsGm5qFQsig6xmZ5mXIjPqDffm020EO2QTrLgOA+u6wVsUS9SmR9AS+d8H5FSdeHiQb+J0vCBO3dkI3dkUe6xRrnHdhPaoZdmpmi5WjsjkBaTybc8nt2sZILDyBAPTeNAfEAQfICw0HWXfgh+sNDj+rBsvyExHHVqoZ0WZhSQoDiyH7U3x9sbdHQ8W8VRgfJko2ouK2Nz14iMBdIUBrPTCtaDqQRVYTGQ5rG5TY+lenOc4zrzYuvV7rrUjOnoug/TMjZ3ou9D8+9yHGBZLnjOh+sGqeYyTVdGVbdFyxChUiw7bZFAADA/o2BjuxppHwQ+KItMcOA4Bq7roVxxUCzZyE7Sz6ZfZAIQfYqkluLug4/biI0iwZRCY5FhMsEhqXHY3KHH0sykBEFkazz+duI5QNO4jmgYz6Pns2nVTQBU3dq1mICeN6WKi81to1a05zg+ndpIcpBEFp7vo6K7yB1ZXdEWqeA+2fw5h9MPvYoD+2Ui10uWGExPyUglWPhBH2616mHv0MRRwbktfP5QUxPB9EMbHAhDaOK71wIFIXSiIKkR8BztVjFMH2UdtYmC+WkBhgls7fb3XWAgRQsoOyXz60VRLRo2t6sdudKheJ5ek2XRh+eaYDkejsshd2S3XJOX51Wsbei1c3owzePB/30O/+v1w5DE2EgOtbW1hT/6oz/Cz372s5qR/Hw/V/zTP/0Ttra28Ou//uv4+Mc/jqeeego//OEP8drXvhY//vGP4bou3vSmN+H73//+87pdsWLFeskoNpRjxbrd8n0f+Xy+lma+cOECLl26hO3tbYiiiMXFRSwvL9d+5ubmwHHcc5Zq1nUdGxsbyOfzGBsbw/j4OARBeE5e605VO06zrutwXReiKLYYzWf5/riej909sy7NbFD2Y8lGIsmjVHIAglamX2AMGxbFFFR0Or7Zb2J4elKCotCStXoMwPK8Sh/A2vxOS0LYcmkiJtc+MUcALM8rMJu4mL10z3J/482iQLA0p2LvkHIEl+YVXLlO09y18jeZlspUDQ+HR1bXlGIywUFqg54YSHGYGpdwfb3akVkaRc3GsMDTcsUQJaFIDDyfJsYBgkrVxd6+ifwtGPrt1Mvgjcpf1ZQAnyEB8L0gYe3huOiDYQiyEwzKOnCQ68/wTGiUw7wbIfmraSzmsgpublZx3MOoamZWhgm6XN7CcZMRszirYG1drxmNo8MChjMCViPgBppZ0uEoNsPQbQiNpNAYDpEhhulhNiuD52lx5D0rCVy+WvodLqgAACAASURBVG5bChjVHO/0PpxfVFEqu9jY7s+477bPYWFVOklT40xQwmZaHnb2LBz2SK+20/yMgo2t1oRsvQbTPCbGRFxZ01s4p5rKIpXkOpqlQB1WJclBFKk5rlddHOYslCpuzVTOTohQlZPEY+R9mJax0YepvDyvwrS6M+wlkUFmgIUsERC4qJoOKhUPxTLTtpCz2RgPE/ZRk8Jz0zK2d/tPjIds+Ws3qxB4clLIGfCwCz3KIhv2oUtifGxUwECKx+Wm+9qtKCwyHEjTxC0BYHseZIGFrnv0+Ab9TlhfxtZuAqAfnRQHti5czmZl7O6bHRdMJdFHZlBAKiEE9+rGRRNawsfjxoYBVWEwP6NibV3vqzTw3vMJPNMHSmUoKCkNcSCzWRn7hyYquldbsAyROwDlCOdPsZA9MyWD50mkktvTLGADockvQ686YIgHQmgXQJhqtiIGj1WFxeiw0HFSIzT517eMnve1KKpHwYQFl4JAUCza+J+vG8H/fN0IROGFM8X4XGtrawuf+9zn8B//8R949NFH8cADD5xZQOXGjRuYmZkBABwdHWF8fBx//ud/jm9/+9v42te+BgB44xvfiMceewz33XffmWxjrFixXtSKDeVYsZ4v+b6PSqWCy5cv18zmS5cuYW1tDb7vY25urgGfsbi4CFmWT2U0+76PXC6HjY0NeJ6HqakpDA8P39EojrNQM6c5/LFtGxzHQVVVaJpWw2hIknSm72HuyKIlgHVm8/pWte8CqmaxDGWJVvTuLe39soRZluIz0sEYsevRB6G9AytS+qb136OlYL2SrJkB2tLebtT8noDV2ElhSjGhhQlhD4USZa96Hk0fVqsuShX3JF3dhAFgGPpAGJYMCjzlNrIsTQz7vn+CDInAGF6aV+C6qCEamsvZBtJ8MOJKTdCq4SKX768cieOA5XkNRwW7Z0q0E884ijSNxXxWAeBDr9pgGB+2TfEZhaIfuZgsM8DD99GxnGh0mMdwRoxk8EbaboVFJiNAU9ha8aKqEOQLNgbSAgrHDnjuZAGgU3lTPyzpUJ2K9ggB7lrW8Gyb45mQMOnmgWVciKIAx2WRP3I6HhfUpNCws2d0NPHaHdu99rm5sCpcgAlLEMMFCp6nXPf69Gqp4vRkji/OKljb0BtKI4ETTEcvEzGhsUhq3KmuSQmNxfK8CsehCz2G5aNQtHCYs/tCHPRK+YYmYr5gY6ePFHezGEKL4ZIaA47z4LgeqrqHYsXH6BDBzj6QneCxs++iVO7vOKVmpoGq0ft864f3LAgEIxmR8mL5kIft4uDQbJkSaGZbT09KkKTe5XRAMNGjtj+2G9jwtg+jaaFneUFBterVzs8abkdmQVgC03BxXLKxf2ifGgsVIie297oXB05NSCgUbJT6WNw8YdFzSCi0+PS47GJ3z2hZTIuiKN8Vzg0LGBwQ2jLsJ8ZEVCpu13uYJDIYzgjQNBY8SydNysGkSf1xMT8jA+gfcdSO69xJhADnl+j9s9v5mUywSCVIjZNuWh4qOkGxRFpeR+AJ5qZlXLp6st2SSBfJb/Q5AUPgQ1EINJWHLDXireoLca1gWk2WGPy/rxnGG141BIGPjeRQ29vb+NznPod///d/P3MjuZ02Njbw8MMP4+Uvfzk8z8Pjjz8OAHjkkUfwyle+Eu9973vPeAtjxYr1IlRsKMeKddbyfR+O4+DKlSsNieYrV67AMAyMj4/XTObwz1Qq1dbYPDw8xJ/8yZ+gUqngkUcewdTUFDRNO4O9euHLtu0Wo9k0TRBCaknm0GhWFOVMcSYV3cXGNkVnXLlWwNXrx9g7dJE/Jl1NjTC9uVlXFtVLUdOp9RrJCBgdEXC1jonYL0M4lCIzSCf5tqbnzJQEWWJx+Vp3XmU/hVqhOJZgeEhAKkHH5ClegJq3hunVzDPKkr51WOYJH7k9PiPKPkgiMJwRkUjw4EJzvOg0jGqHiIb1COWE9eJ5guy4hGs9WLehRocFjGSEBgOpnekwkOaCYjLA81zouotCiT50t/s3dd1tME5ms7Qw7Mq16CnRejSMLDEQBAYcy4A+J55MAITMcNN0MTokolh2kNA45PJWjb3quLSYrFdpXBSFCfvdLilRhtDFoIt9mPshVkUNsCqO7UPTGNi2D9cFCEPge437bBg0VVk1vFMbYmMjJwZSPd6mmzEeqrZoUp9SrCvkXJpXcP0GTYzPTcvgWILVCEnEUMkEB1VhsLMXbTydEIobKHdIcYfp1VSSFta5LsUOHHQprGtnKksiweKciq0dM/I1ulmaykBVWEhiiMNhwLKE8vBBjSSOIeA44DBvQhIAH/Q4L+s+jkuA1ybV3E4zUzL2DjonZMdGRQykOVy+eutJYbpoQtOrcjhpYnpIaCxKZReqzKBQdBrLYQnge80dAKeb6GEYavAeHUc3+TmO1CYKRJ6B6/koVxzk8lZHLrssESzM9pdGHR3mUanYKPfhoQ6kOUyOSVi91lju24BhYkMUjIODnNmyiFOv+rLAek2MiUhqvZP8I0MCPB84jJCQr1d4XMzPKHAcD47rwzA8HPWRdg91flHFleuVjsgblgFWljQcBFNQpxXHEQymWKgKwBAXtuPBMIGyTnBumMH2nofZrISNbcpBri8a5Dm66BGiUuh0i4dKxYJedWBaDEzLj3RsjwwJeOtvjOFNrxkCz8VGcqjt7W08/vjj+Nd//Vc8+uijePDBB+8oIznUE088gZWVFXzrW99CNpvFJz/5SQC0YH5ubg6f+MQnzngLY8WK9SJUbCjHinUny/M8rK+v48KFCzWj+eLFiyiVShgcHKxxmmVZxpNPPolf/OIXePDBB/Hbv/3bGB4ePuvNf1Eq5DTXG83VahW+7zdwmkOzmeO453ybPM/D3t4eNjc3IYoistks0uk0bMfD1o5JzebNk1JAy/aQTHCnSm8yDDA/rURiqs5Ny+A5OmIa1dyrf3hlGMCyfRwdWzioS3ZlBni4no/CsQOGoSPgerV7urpeoRl0sUvRX7NCY2fvoPXBsWaOS6dPCIdKpzhkJ+RIY8anMfcBanYtzikQRWrCWLYfmKBmpHRhKEVmMJgWatzQdgqPgdXr7Ysjo6beZYmh/EeJAHBhmjRByXE+CkVgbISB7RAcl3woMmVQtphnLWWS/RlJnQzeTvuQTnHIDAg1E9QwPeSP7J7GYCrBYnpKwfWbeiSECscSzM3IWL3WXwJvdETA8CA1eJfmVFy6Wg7QDjwEgS5GlSsODvMWKj1KCLupHtPR6X1mgnOyW/lmO0kSg+FBAQmNRTrJwXJ8bO+Y2O9hdrVTKslBFpmuKBXKLFWxux8NBdHpdVoK6wo2cnkbcwHCQxQZzIbHQDBloSoMFJmDLDEQBVquyDKELgD4PhzHQ6Viomo4cD0WpkVQrbpdr71hkv/ytc4lpQxDr7kJlYBlPTgOXTQrloGq0focMT0ptRwzM1MSRIHFapdjoJ0UmYGi0EJCQaCp4fp9dus6AAzDxciwiOOig4EUj3zBpulVjoFte31x0rspLA7cbVNOdytKJjgMDfJIaBwYAuiGC1VhceWa3lfaONTQIAcQpqchO5wRMFqHnIgqelxQ5IcoMPA9us35o5N738qCiqs3KnAcelyIIk2LR1U6RRnT/bDVl+cVVA2vLWdfFGiqmabdGTgOnYI4zFkd730LMwo2d6oNUxIcSycGbuUYkERaNKhILASRFg2yLEGYFXGDE5dnPXge7bagqWYflSpQLJK+0DrdNDos4G3/ZwxveFVsJNdrZ2cHjz/+OP7lX/4FH/vYx/CWt7zljjSSASCfz+MLX/gCPvWpT+HjH/84OI7DH/zBHwAAHnroIdx33334wAc+cMZbGStWrBehYkM5VqwXonzfx+7uLv7sz/4MX//612GaJhYWFrC7uwtFUWrojPBnZmbmjv0S9GKR7/stnOZKpdLCaVYUBZqmgef5W8ZnWJaFzc1N7O3tYWhoCFNTU5AkKdK27h9aNWTGRt2fUVKq3VLCITqhULS7ckn7FccRjA4LyAzw4DkGHAvYro/tXfNUBXg8TzA5JvVkOIf4jHA8vx+pCouhwTpzPCjY2z9sbVufGBORSvJYvRb9oZ4hwNyMhKtr0Tm38zMKWIaWrLW7zQ80maC92NLpJAeObzQtaHKPlkVtRCjP64Uh6SRJpIiG46INgQdY1oNl0TH0QtGHad0ePE06ySE70Z2R3Y3f2rLdNROUA8sCtu2jWHLg+x4yg93NvU7iWB/nhlls7vY2fmenZAgi04IB6LZAkUpwyAy2N0HbbSkBsLygwDD9rqzfejEMAmM7uuHEB9ebg3xjSSlDgMyggIEU5R77flgKaHVdqEmnuADL02gSaSqDuWkVNzaqt1y2KEvUSJLCMjaOgGOpmSSKBL5PgGABRK962DswkC84fSE0emlqQoKmsH3znpulqSwGUiwkwYfvezAsF+WKD54HyhWC4QwLgMHegQNN5SDXCujoPhOGjtt7HmA7lDNsmG7AGXYjpZgZhiZJ8wWnISnc7ngOmbwD6ZMFQMPwkCv0ZvKGSeFe5XShBIFAUzjIMhN8zkHpXmCGex7gOB4s20fV8FCtUjxMQmMxNS7hynUdhunVUs2pBAeep+iNcsWNtNAzmOYhCgQ7be6RlCst4NLV8m07tsKiwYEUj3SSB8fRe7ft+NjaPt1Cj6awGAq4zp0UFhR2K4/spVqvQsDwNkwPR8cOcjkLUxMSjo5tGIaLlUWtYWKA44BEeGxLDAQ+YOKzqBUMOk5juWJZd7ve5zWNxdyUjKs39NpEwz0rFHUVXrNZFhhIsdAUAoZxYdsODNNHRWeht1noaaexURFv+z9jeP39GXCxkVxTaCT/9Kc/xcc+9jH85m/+5h39DOV5Hj796U/j0UcfhSRJ+MY3voEnn3wSX/3qVwEA999/Pz772c/iFa94xRlvaaxYsV6Eig3lWLFeaMrlcjUj+dWvfjU+8IEPYHFxEQA1CkulUg2dEXKab968CY7jMDc3V0NnLC8vY2FhAYIgxGzl51C+78OyrBaj2bKsGqe5/icKp7lUKmF9fR3lchkTExMYGxu7bV92j4s2NrZP+Mwhs7nZBB0a5GHbXo2vGJpuNyOgExpZlQFioLlkMOSwWvRBW69S9uzIEEUnXFmjD9vNpT1hSuog1904AuiDqqa2L3ebmZQgyyxWr9+eEicCQA1Gz1WFQyrJg+cA3/dACIudfRP7B61M0F7iOGB8VMD6VmdTnWMpFqFQPP3DtiwFvMpg7Nm2T4oXM4MCDJM+IM/PqtjeMfrievfLZB5IcZiakHHtht7CyK5XOslhIMVBEHxazGm4OC56KFVoqWEvjY0KGEzTor0oBm+/jPFQs1kZAk9w9YaOwfRJ4s/zAhP0yEI5QimWJDE4NyTgRpukflSDt98yKkEIRvg1WgpoOz54niB/ZGPzFMcaxxLMzyq43MNU1hQGczMKvd70OQmgqbSASg142GYT93gwzYNjCfZz1kmhX2Du1UsUqDHcbBgSQrmkrndSxmaYHnSdLnY4ba4nlPfM13iyCzMK1oOywRraIZiCgE+RH7kjE4Xj/ha55mdoL0MvDn0nCTyBGhaHihQlwXEn4/a0UNJDQuNQrliBcerCtlxUqh6KJcC4TQs9Ak+wPK9ip0tK9O5lDRcuR+Pg1i/0cByBbXsolhxUqjZmp9SaiSwKBBzHgBB6XnleyJ8NPucq/Zz7XRQayggYGxZwqY8FpYTKQFVcKDILSZbgOECh4OAgf3K/TmgsUkkemwGaZXI8WEzowpWuL9GURJaapBwBw9L7c2iS2o5ftwDQWDS4OKvAcRuLd9st9FSrLnI9cFeSyFCTvem4JQS4a1FDrmBjd//WFrDD7yWqTEtx6YQLXfgIF0AclxbKmqaHg7yFXN5uwIPcqsKSytU2BaIAXai9dqMCu8clT5EZDKQYiIIPwINledCrtBjQ9YDRIRYP/H9DeNNrzkGSXlol3d20s7ODz3/+8/jJT36C3/3d38Vb3/rWO9pIDvX444/j4Ycfxrlz55DL5fCLX/wCH/vYx/DTn/4Utm3j1a9+NZ5++ukzRfPFihXrRavYUI4V64WiZ555Bk888QT+67/+C+95z3vwzne+MzIfOSyfW11drRnNFy9exPXr12HbNqamprCysoKlpaWa4axpWmw0P8dyHKfFaDYMA4SQGjIj/JFluVa0yDAMstksBgcHn7fPyDBdbG4bJ2bzZhW2Q9Nzg2kRR8d28PDVmT17KxzWhRkFDAtc6YBOaKewuVyVqXFkmB7yQeIo/CeGMwJMy0Wx5NbKz3TDw80OpltoDCt1D50NDEMfcD3AdmgaqWYkVU+wCkKATgj5yEvzlNMItKbnqlWaROtWjKQpLBIa25JCo6lKBeub0RJ13VQbtxcJRJGtjdszDIEkEbguTRjSEWIXB4f9MYR5niA7IeHajc5mZ2i6rV6rtDXlokoSKT5DkQnow7aDUsVD4diH6xGMjxLwPIv1Laev4zQsZrpwubchSw1eFVUjGqolPJZlicA0jYDdzeKo4DV8IVMVFukUV1s4CMfzD3KNCd5uuvd8As9cjJa2DtVs8LYs9ITG0VFvFAzH0fLNK20YyDWDt4PhchrxHKCqHBIaFyQ66QSED2qaWUEJm23Ta5hunM4wbKfZ7AkSplkLswrWN6mp3EmSSDA8JCKhnqTdS2UH+4dmzXQKjzW9elLqyLGgiWGZGsOCEFy7GVoORhEaPt1n00PV8FCuOF23JcQA7NfxZCfGRBRLTsPiXkKjqWZRoGazYXool30Uy4AfYaFHkRkszKq4uVGNNFFz15KGi1daWb69NJDiMDku4SBnIaFxgI+TY9kIjuUezP8oCtnil662ltOdVmGqOZ1kIYoMLRV0fIgSg7LuUZ40CLw+C2KjqBtyopvCQlxNY8EypOVY5jiCxVkFF69UwDL0WrvfgV2sBfcrSWZq92iKPjrhDEdBH8kSweKc1hFB1YyvMU2PLrTmW6eQuimd5DA10cqvbqe5aRm7++apuhomxwT83zclcc8yQbWqQ9f1Wgl1fSdI+J3zpWJA7u7u4vOf/zz++Z//+QVlJAPAZz7zGTz22GMQBLowYJombty4gWeeeQY//OEPwXEc3v72t+Puu+8+4y2NFSvWi1SxoRwr1gtFX//613Hu3Dm85jWvua0mouM4WFtba0g1r66uolwuY3R0tIbPWFlZwcrKCoaGhmKj+TmW53k1TnOpVMLh4SEqlQpYlkUikUAymWwwm58PTnMnuZ6P3T2zLs18kmzuFxHRLC4wwwoFG1u7tw+fIQgEIxkBA2kBPA9wLAPXpSa3XTeGSk1Smu6pGtQY1nswSbspneKQHZewtlFteTjthX2QJSCh+kgmeEiSCNsGZUvnKFs6M8DD830cFRyMDgsYzgi4cr314VSWGKgqB1kiEIVGY9j3aSmb43owLR9GUDJY0d22I9HZSQmq3LkEMWQIK2GRmukhf9R5tFyWGGQGhVqSLtTirAIfOHWqUhRIy7g9yzaOnrsu5Yof5m0Q4oNjPcqk1R0Uij4MM9o1j2GAxTkFl6+231ZBIFjuUbTXjwQ+KH9L0ISw41Ij0LJcJJNCZNOtWVGTypkBHuPn+jN4m0sBLdvDcZB2d72T/ZqqW2AYHxWRTnVfTDgxSZkgVUnA8QyYIDHs+SeJYTr54KHclKqkvGfKfc8M0PLN3JGNdJLDYD33+JQlX6GWFxSYEXAgC7MKbm7oPROJzWIIMDIsIDsugeOpOWc7PvJHNvZz1m0z44GALz+vYXOriqM2Buv4qIiK7nRdFAPoolImzUFVCBjGg21To++4BFg2gapQQ2x9y+6L9Q5QJMbqtUrt+OqmkYyAkSamcCrJQZVbWb41E1RlwXEEluVHKqwDoiWFm19LEgGGcaFILBRFAs9Rs9iH3/F+NTejwPN8bO2YyE5I2M9ZLSbo0THlCJ/24a6GnCg5t/VeLYkECY2rvceE0GMbhCKkTIsuelBsSPf7VT9SFQbz02oDw7wftcOUVAJMSX35YliEePlqpetiTbMG0z4cl0GxFO13shMSHnrzOF71/wyCYVrvZbZtQ9f12vdOXddr3SCSJLWYzbcD2XYnaHd3F1/4whfw4x//uGYkn+X36VixYsV6ASo2lGPFitVenudhd3e3VggYlgLm83kkEolaIWBoNE9OTr5k0gzPhyqVCjY2NnB0dITx8XGMj4+D4zgYhtGSanYcB4IgtOAzzhpnkstbWN+myIx6XnMvHAItJZNxcyMa01lVmJPW8/qyqtqDtl9jGFYNOpKs6y4ygwLOjQi4uqYjOynj6vUKBptKhsq6i8Oc2fAQ2K8mx6RaCWI3buK9d2l45kJ/yASeJxgeFJBKckinOJqQdmmi0rROxyTtJgJgaUGBZfk9+dOddILPYMFxDCzTxXHJwf6hBU3lIEkEubyN5QUNR8c2tgODQhAIVIWtFe6FY9jh6LkbjJ7bloeqecIk7faeh1zU7V2z63GZ0FhkBjiIAmiq0vBwXPaCB/rGc4znCLKTjWnrZILFzJQSqWyxXiwLSAIgiYCmCZAkDjzLgDCgqUOvMUkqigw0lcPegRkgHUhD2j1KQjhUt0UOmhbncPna7UHC0H0lGBrkMZCi5r8PAJ4HUWJRrnhgKNqUjtsHCUOjLlXZjKToR8vzKkzLazF4hzMCHNfruAhSX/LFBYZ+qdS+/I1laII3X7AbWL+9ND3JY3PbgutFu5aHBaIh5zU08MMkvKawyGQEaAoLlgFMy0OhSA39foy4hMpiJqtgLYLpdm5EhGG6p0r0Dg3yGBvhwbI+KroTFJRRdE2pHP3+tjyv4trNSkejNzymL11tv0CW0FikEzw2upSQhqqhHUJ8Td20SWaAh6bxODqyIYqkxtyt50mH9yvDpPeq8ilM0uV5OgFRnxTmOIKFGRmX2ix4hfeSZIKDIBA4DlDWqdHcKQ1L+dUaDvPdJyDCKQBVpolpoS0qhd6v2l27BYHiTTa2DRSOnRpeqBHFRN+3Yokey/0YtKE0jcVcVsHVtcqpEsD1qmFDgmkmgWfA8QQCTz9zgF6/DIN2K/R7/g0N8mA5gr0uHRIzUzIeevMY7v/V9kZyL/m+D8MwGoqodV2HZVlgWbZhkk5RFCiK8oJ4Dtjd3cUXv/hFPP300/joRz+Kt73tbbGRHCtWrFinU2wox4oVqz/5vo+jo6MGdMalS5ewubkJURSxsLDQUAg4Pz8PjuNeFGmG51q+7yOfz2N9fR2e52FqagrDw8OR3rt2nGbTNMGybIvRLMvymX4eFd2ppZk3tk/MZoYAw0MCjgpOjVvIMgSklp6lCcMaSqLqolLpPzE8Ny1D4GkpWf3vdmPgNpaSEVQNl5aSdTEhl+YoQ/L6zejG693LKp69HL2UjGXoOHup7GKjLtnbDjlQ0V3kjiwUeyQF2yl8oN87aD9i3I/amgtBKZkgEDABS9vzqMGwf2ghd2SfyiDopDAZdu0UZYv1EgQSYFVoqtKyXJTKLipVH5oCOB5NXW5sOxAFBopCzVKBp2PYJDBJvWAhgOIVXFQqNsUqONHO0+yECFXhGtLiwxkBjuO1pEZDg1ELEsKdDMV2CI/5GRkMIS0s03YiAFSNhSIzUEQWgkA5wwwDek57jUicelZ6aIaFJminUsDTJoSBgC2+qCGX785fHRkSYNut72PXfa87/+gCCKAbPja3T4efmZ+RA8xQ57+TUFnMZuW25ZGKTI23bngVjiUYyvBIJXkIPIHnAeWKg1xTqjLEjkQZz6/X6LAAy+5szjcrZJiHKAgmMOTrj0dBoOeXItNiMsvyaqnmdufO4qyCm00YkZlJCYLI4sr13knhsGg1Cqam5bXnFDiOj1SCQ6Ho1Bjelu2hWKQLalES1N1EAKwsqSgWOyeFGQY4v6Dh2dXoi5ctCX3TgyIzIABsB0H/QeN1zKzjSZ+WMxwu+N3cNFrKMLtNUTAEGBzgMZDiGzAl+YLd9vhLJlhMT8ptJy3q+w8kMcRcdbiO9cCGDGUEnBsWcOkKnbRYmldwY6MKy/KD848uDos8ZR2XyjYO8yb0Dl8hEhqLwXTr8TiXlfHQA+N45csHnrPveq7r1gzm8E9d1+H7PkRRbEk1n3XAAQD29vbwhS98AU899RQ++tGP4u1vf3tsJMeKFSvWrSk2lGPFinV75Ps+dF3H5cuXGwoB19bW4HkeZmZmaiZzyGs+a2PzTpHrutjZ2cHW1hY0TUM2m0Uikbgt/7bjOA3pkkqlgmqVPp00c5oVRTlTbpzteNjaMRvKADe2DGzsGDBvIX0IdDZem9VvsZokhgnFgGHq+BAFBgc5E9u7/RuvDONjYpTFxk73/VUVBvMzCja3T9rmo6qhlIwlME2XFjm1GXlOJzlkJyVcv9lqUnEsoGnUIJUlJiguauWwWjZFDLQrbgo1nKFp8bD8bOKciELRRiUwstJJDplBgZaSgRoauS74jE66VQ5zY6EkxSrwPAnSXyfccFVmUTVccJwP03ThONRkOC560I3bd81bmlPguj6udVi0GBsVUS47KFV6m+ahoZhO8uB5Atf1oVdp4Vew9yhXnMYpgDpUSvO4fT03PIpCxM1hH7zndqWApXL7hHAoalJp2NoxIp87o8MC5aP2YQYnNBazUwqu39ShV12sBOb8CSYhKLi0ThL63QzFxVkFN9rgL0LsSC+DV5EZjGTalzb2UirBYWZKBstSw1A3KCu2X0zCyJAAx/G7vu/ZSQmyxGK1DQqCIZSJ/IsenHJC6DUjlWDA8z5cN0g1l30kNILDPHBuhAXDsLi52d91WpYYjI2KkRcKVxZVVCqN951fWtHw86b0f5jQT2osfN+CZdnwfB7HRfQ8f1kGWFmKfu4QAtyz3LoNvRQuLG5uGxhI8cgdWVBVDkmNgyAwcB0fpQq9l9wKh1lTGMxOK1i749ZLgwAAIABJREFUWe2afr97JShd7OMglCUGQxkBCZWDKBCIAjVvLduDbTcuWld0mhA/LeYq1MgQxVC142TPTMk4zJsoVzq/X3RCht6z2aBI9DhINXMcg+lJCavXdSzMKHjogXHc9yvpM/tuHXa2NJvNpmmCYZgGkzlMNT/X3zv39vbwxS9+ET/60Y/wO7/zO3jooYdiIzlWrFixbo9iQzlWrFjPraip5ODq1as1TvOlS5ewuroKwzAwNjZWM5nDP9Pps/sy/HzKMAxsbGzg8PAQo6OjmJycrBVrPNfyPA/VarXBaNZ1Ha7rQpKkllQzz/PPy3a1k+/72D+0GrAZ4Z+9kBi0mE7FRge+Z7MIoaPCl65GTwkDtMBpalyqpQNDcyCd5CGKlNFcrrjYj1BWJ0nUcGpmCQOU7zk6LNAk1S2a7KHC0dxkgsfgAAdRYOF7PjiegeNQM9i2T1JnVcNFuXL61Fm9ZqYkSCLbkhYHKM92a8foXkoWjDwnVJaac07woH1owanzIZo5zF3Ts8EYtuP6cGwfRsRCybD8zDBP0AnpFAeBY7Bfx0vWVBaDAxxkEfB9D9Wqg2LJxXE5MKV7iGOp8XpUsFuYru00NS4hd9R5bL2TarznQwu25TUkFKuGh/yR3fdiRjupCj1H17eqOL7F8shQjQlhughRrjhIJnmsXtNROQUXdSxgAfdK+A8N8hgbFXH5WqXB1GYINRcvrLa/tjAMkNR8DKQEaKoIz6fTHId5q2Y21ZvKY6MiBlI8Ll+LXuZ2GlO5m8HbyPBm4LgeNRQPLRhm+20azgjwfb8lXb4wQ8/Raze6p98JAe5e7s6c76a7lhSYlgsCHwQuTMtFWfdxXERkrIgoMJiakDpy3cM09VEXvMndyxourEYzQxsWARnKDy4UbRwXLSzOaT2RPZ0UlZUuS0ER4ma1ISk8NSGhULDbGt7poLBOrp8qaCrFbVZCYzEzJePaDT3y9WplQcXVG51RJu2UGTg5R2WJRSrJYXPbQKYu1QyfXudyhf4XLkONjgjIpPmOGJVQY6MUCdPv64TfM+5a0vDq+wbxq/994FTb+XzJdd0WVnP4vbNdqlkUxVt6Ftjb28MTTzyBH/7wh7GRHCtWrFjPjWJDOVasWGcnz/OwsbHRUAh48eJFFItFDAwMtHCaz50794Lgs/VSoVDA+vo6DMPA1NQURkdH75j9qk+X1P/Ytg2e51uM5lv9wn+rKpachkRzPT5jaFDAaptiul4SeILxc1LPwiwAmBqTkEiyWL2qR068plMcBpIsQCz4rgcPAkoVv+FhMpXkwPMMDgMjcjYrQxAYXGljvIZiQmajRNOzvMCA5wCGIS3sWZoYpinS+hHfeuN1cowakYbp0QftNA9JPMFnHOatvnjAoQiA5UUVhtHKrG3W0ryKq2vdH8Y7vRfnhgVMjsuUbRskpfNHFFOi95me7SaBJ1iaV7F/2B4H0gk90Syep+aApjC1UrJSxUXh2IftEIgCkJ3gsJ/zcFzs7w2ZzcrY2jU6pnbrFaIT2pVHNuskoU952LbtoVhysH9o9iySC7EjUQv92iXi2/GkLdtrGLcfSHMYzlDzaGVBxbUb1Z6lgJ00Piqi1CHxHabfuxm8TDApcbGDqdxJyQQ151SFRUJl4HrAjQ0DB4f9F6kpMoORIQE3NrqbyvMzCoDeBm8nDaR5ZNJ8bapANyimJF+wMTTIA4TgMGdhZUGBXvUaWL9R9EvnE/j5xVKkv8swwErAZO9k8DKEHpNJjQHHeXBcD1XdQ7HiQ6+23uN4nmA2K2P12sn7w3H0dXb3zUg4ln7KAusliQRLcxo2dwzwPKELl0HSll6buyde69VtKkdTGcxlFVy7We24CNOvGVq/CMFxDFzPh647SCV5XLpSOdVC5cKMgs2dasdFjFDDwYJsiJwIJUsMxs+JDdz7ekkSg+HBputcmS6ctFvwHBsVkU5xuHyl8/26WckEAct4ODrugwu+oOIdD4zj5b+cjvw7d6J8369h25pTzYQQyLLckmzuZgzv7+/jiSeewA9+8AN85CMfwcMPPxwbybFixYr13Cg2lGPFinXnyfd9HB4e4tlnn62ZzBcvXsTe3h5kWcbS0lIDp3lmZuaO/7LoeR729vZqrOlsNotUKvWCSmLbto1KpYJyuVz70m8YRks5S8hpPkuT3LQ8bG4bLWbz1o4Bu0tJW6hEkF7dO2hvCizNq3Acry8+ci+Fo/BJjQUXIAWqlg1F5KFXPbAsTbD6vg83IrMxijiWmiD5ugK8UPMzCm5u6h3TXwktSM7JLEjA4z0qtB+FFwWCpTkVex2M1066e1nDsz1G3OulyBQHEpaSpRK06C/8LFNJDkP1yTnDQ+4UaVuKNIhmvI6PiihWHJRPYcAPpnlkJyWUyjY4lo7v61WKz6i0Mbo6aSFIt3b6LEcyAkaGBaxer0QynrupVkqW4iCKtOCyUnVxmLOgqSxGh0Uc5C0IHBMsfJBaOrxW0FXHVj5N6V6NK3210dTpVH7JstRwogxhBp5HpwoO81YNvQIAE2Mijksnn+XctAyWJbhyPZrxyjDA/LSIK2vRi/mAEwbv2noVi3O04JEQivwIzTnH8VDWXRwcml3NNVliMDrcaiqHiz267vZt8LaTwBOoamORpigwEASKijFNilWJugjRrF+6K4GfX+hsKvMBRiWqwdtJisxgMM1BEn0AHkyTpppLFWBihMHOgY/ZaRG7+w6Oi/2d45PngN0DNExUdJIWpPmvr+stCKJm1a7NCuX+W5aHo6KFg0O7ZTGt2VROJVhkOzCF22lokAdDSMMkRhRlBniMh2l+20c6xSEzIEAJ0UZW71RzqOyEhPyx3fYaOzosYGiwPXIiFM8TzE+3LyzspOauApYBeJ7B9ZvVUyXGExqLTJrvOUFw15KKhx+YwK+8LNX3a7zQ5HleS6r56aefxle+8hWkUinMz89jcXERKysrmJiYwN/8zd80GMlnOV0XK1asWC8BxYZyrFixXjjyfR+lUgmXLl1q4DTfvHkTDMNgbm6uhs5YXl7GwsLCmSdoLcvC5uYm9vb2MDQ0hKmpKUiSdGbb81woHGOsN5p1nT6UhcmS+p+z5DS7no/dPRPr2wY2Nk8SzRvbRksCa2RIQNVwa2ahEBiiB31wKlWFGtMc5wG+A1FgIcsSOJZpg1VwUdE9EOJjblrB9q6JhMZh78BAOkVNI4EncDygVHawf2DCvAXjjzbay1jf7F4Udn5RxaUrlb5u/AIfsG0THCSRAc8DuSMHG1vdERadFIVtHaIGrq7pLeb60CAP1/W7poTredgcR8fKj0sODg7NBrNndJjHcEbs23gdH+VwmLdh2dGuRxPnRKRTPC5f7cx7VmQGmUEesggQeKiaLkplD4WiD99vfZ3leQVX1vSGxHd2QoKqsA2FflHUrqyK4xiwLAGB33B8m5aHVIKDZXuQZRbHQSkZIUEpYMHBQd66LanxxVkFnt89WdsvKz0VjO8rMgsCgOfpQoRueD2Tvu3EMMD8jIQr17v/LiH0/CuWXGzuNP7dpTkF19c7LxC0Swjn68b3qaks4sZGlTJ4FzXkjizs7rde21gGSGgcZJmBJLIQhC689Lp0ePO5LvCUwbvTxuCtFanVTULoVRf5I7vr9eneuxJ4pslUDsvcNrZOV4IInBzfIS+93fFNCMAyPoolGwzjBax0D6UKUO2Dlb4wq2B9q9rxepJMsJiZUnDleuWW2MQAwHEn12aRZ+B6HioVF6kUj83tKsZHJVw+xaJSOslBkdlIGJ5w8ao5KdxJ9fcTnmPgeD7KJRsHeQtV4+T3m9PS/SaFGQa4a7E3o7tZUxMSFLkRC9Mu1dyL7w5QnEp2Umq7QHXPioaHHxjHf7/3xW8kR9Hu7i5+/vOf42c/+xmefvppXL9+Ha7rYmhoCHNzcw29LcvLy0gmk2e9ybFixYr1YlNsKMeKdSfpqaeewne+8x3Yto2HH34YL3vZyxr+/ze/+U1cuHABhUIBH/nIR5DNZs9oS+8sheNyq6urDUbz1atXYds2JicnW75YJhKJ59RoLpVKWF9fR6lUwuTkJMbGxs7USD0LNXOaQ7M55OU1G83PFz+6k3JHVkMZ4PqWAc/zsb1XxeSYjFyQYBVriUoChvawwfUAOyifq5X59IlV6GSILi+oWL3aauiG6aiB0DTyaQo0l7dw3IXzOjrMYyQj9oUD6deAA2gqdyBNEQAh4zh3ZDfgMzwf0HWaXO1VPNVpxH1qQoKmsli9pndlyY6PiiiWbJT1/gwZhqH4lOyEBJ4nKJVdlMpOS3I1imazEja3ja5JzPkZGQwTPfHaTmHBnqYyYAN8Rlmn+IzRIWBzh2BqnIEPBhvbDhSZgapwkEUCUWRPSvcItc5clxqGZl3pnl7tXVZFQE1sw/Ib8Cbt2K08TzA8KCCVPEnblio0bdtr4aRmvJbdtuzxdjrNMc0ywPlFDYdHNgSeoFh2oClcYBpRtEq3UfiGf4slWJxtn4gMk7V7BxYOuqQ+l+Zp6V8//Nh67rgoUm44xzComi58L8DiOP6JMdyExTmNFDlg8G5Ue3Lv2/8+24ApsW0Px8WTIsPweNI0FnNTMi0RrVsglCVCj+8gKR0e30ytVLK/MrZ0kqsxlDsZvJrKYiDFQBIB3/NQNRyUKz6KFdJ2sWc2K2N332z490IsTDOPO4pCRIwi0c9ZFAg4jgEh9Lz0fFoia9seBIGBwBN4Ll3clMTTLfZoKovMAI+bHRK2YyMCBiIwhftRc6qZZYCq6YAwDC5f1U+1SBX12jA9KUEUGKz2ca0mADQNyAwISKj0O49uejiqm5JhWYLlBRUXAmP73rsSePiBcfy3e2JDtF4HBwf40pe+hH/4h3/Ahz/8Ybzzne8Ez/NwHAdra2u4fPlyw0+xWEQqlao9D/zGb/wG5ufnz3o3YsWKFeuFrNhQjhXrTlGlUsFrX/ta/PjHP4brunjTm96E73//+7X/v7m5iXe/+9343ve+h729Pbz//e/HX//1X5/hFr8w5Loubty4gYsXL9YQGqurqyiVShgZGanhM0JO8/Dw8KmNZt/3cXBwgI2NDTAMg2w2i8HBwRcU1uL5UDOnOTSaLcsCx3EtRrMkSWf6HupVtwWdsbFlYHvPuC0PxTOTEmS5e0K0X/NLU1gMZQSoKguGITBNF77ng2UJVq/pp2qtb5cEbKf5GQUMAa40FVadGxFQqbgdjePGEe3WEidCgLuWTvAXS/MUAdAPdmRmSsb2XjSWMBAW7SkwTGqIcizB7LRcM3sbkquEoGq4OCrYXcedl+dVXGniQpOgsK1ccbFxC6gBSSTQVI4mhiUGAkdoojI8fXwfisLBth0YpgPP81CpOCgU6fj+7RLHASvzGg7yndP8UY8nQoCBFI/BAbpwUkuuFmzouovlBRW7+92N107/btRyN0kkWJxTaxiVUNOTUtuiTRKkbTXFB3wLHMfD9XgcFeyGxR6OJZifUXD5Gn3zQ1zL+pYRuaDwNKZyWFa6tq7XJjA6YkpOyUoHaLJ2erK/krVuqiE0JBaSxNCJj4CnXY9LKesujosOdJ0mpaPy7XtpaJDH2MgJouE04liCzAAHTSU1Vrpe9XBcAlIJglKFpsdHhgRcvWHCdX1oCgtFZSGLTFAgSs3wkB3uBmx8ow6BFAUR087gXZxVcLMpLR0u9iQTHASBwHGAsk7RRs2fqyQxmGjiEU+MiUhqrfiZbmq3CMCxwSJXgH0Kpx/CRa7MIA9JZLF7YGIgxcG2fSRDVrProVyhrPT6VHMndSssnJ2ibP7me9ytSlUYTIxJSKgcQIDRjIDXvDKDe++KjeR6HR4e4ktf+hL+/u//vsFIjqJCoVAzmH/lV34F58+ff463NlasWLFe1IoN5Vix7hT95V/+Jb797W/ja1/7GgDgjW98Ix577DHcd999AIDPfOYzqFQq+NSnPgUAOH/+PJ588klMTk6e2Ta/kBUyjS9cuNBQCJjL5ZBIJLC0tFQrBFxeXsbU1FTHhHE+n8dXvvIVJJNJvPGNb8TU1BRUVX2e9+jFoZDTXP8TFrM0c5oVRTlTTrPteNjaMSkyY6uKK9ePcWO9goMjwO6BTySEGouG2buYLlQn9ms3hSVglQplojaODhPYro9iKVqiEujMM2YZYHlRQ7HotIzm12t6UsLufn+oDkE42WaBJ+A5AsPwcflauW/mKkBZtNdv6F2LsMLR/P02eBNRYDA+KmKty+fG8z6GBnikUyJ4noFlBWV1OROOQ43xC6tliAI1KpsZr83GGc8x4DhSSxe6QZLUChLxIWLA6cAHDxEA9YZo8yKFJDEYGuShSAQEHkzLQbHkoVDy4XnRFnQUmcFCYIhGQQ10M226KTREt3cNKDILTeXAcQSm5UYu2ANaFymaldAoamDtpt6QeK3XzJSM3X2jZyFYKFVhaflimLZ1fLAcwBCCq2unM16X5ukx3YvDWytCvK73xaTW1JPFHoYBTMtHoWjhMGe3XQQLpy06JWvZsEA0wKUIPAOOJ2AICdKzNDFsB8d31aBmYPM1qoZOuFqB4/gNx1M7vnvh2MZBrpUh3EujIwKGBrozeKOo4yRAkJQWeMC0HMB34TjUHC4UfRyXgC7PbH1rciyc6mhv8LZLS3dSOslhsLaoRhcCy2UHyQSHquFBVajBq0hsgD+i1zIm2J2217JKf4sA7QxeRWYxOixgbb31Oj2Q4jAYppoDjv7Rsd2CYbl7mV6nw+NlbloGIaRnUWWIS5ElBgzjgGcBRZEgihwICLw2PQhl/WQS4JfvTeIdD4zjnpVE5PfgpaDDw0N8+ctfxve+9z18+MMfxrve9a6YkRwrVqxYZ6vYUI4V607Ro48+Cs/z8PjjjwMAHnnkEbzyla/Ee9/7XgDAW97yFtx///340Ic+BAD4tV/7Nfz+7/8+Xve6153ZNr8Y5fs+CoUCLl682IDP2NzchCAImJ+fr43LCYKAb37zm/i3f/s3vOUtb8H73/9+DA0NnfUuvCgVcprrjeZqtQrf9yFJUkuq+fkqaXRdF9vb29ja2kI6nUY2m4Usy9g/tE74zHV/mpaLxTlaEnWaROX5Ja02BttNssRgcVbB1q4ZqRyoUzrxIG81lByxLMH8jIzVa/SBWlVoonJz24xcarc4SxOVUQy/UJrKYDbbmNxs2WYftETtyOpZfnd+ScWl1VaMSEJlMZOVcXPTQLHLaL6qsEgnOWzt9lesFuIzRocFyBJTSxiWKi5KJacje/a0Sic5ZCdkXLuptzDCgWiGbrjNSY0Bx3qwHRfliovjog/Dot8jkxowNirg5qYd2VgN1U/6PjPAY/yc2NMQZVmCoUEe6SQPQSDwPKBcaY8pYYJ0+IXVk4j2UEbA2LAQmSU7l5WxtWv0zTQPDdHL1yrwPWAow/csBeykbqby6LCAoYxAedwRSkmjiueAqXEZqRQHlqGGvipzMCwPrgvA9+HcxgLRUBPnRKSSXFt0Qq/jKWQI15j0LuqSq43/2OSYhITGtiRrBYFAUygzWBQJBJ6pTQJYloVq1QQIC0J4mJYPvUoxGp3M6KkJCWowpeL7dJojLDgFaEJ4aICDIhMwxIPluNB1mmqOymQH6DSMEBHRMDUhoVCwe6KI2mk2K4PnCCq6e8I97jMhHEXz0zLQxeAVBIKZqZP7VS/VFi81DjxPuceqwqJQspBQeJQqLnguSEoHiwCeRxeXzWDhI7yGnwa18T9elsI7HhjHXUta/7/8IlYul8OXvvQlfO9738OHPvQhPPLII7GRHCtWrFh3hmJDOVasO0Xve9/7kM1m8clPfhIA8N73vhdzc3P4xCc+AQB4wxvegHe96114xzveAQB43eteh3e/+9146KGHzmybX0ryfR/VahWXLl3CX/3VX+Gb3/wmqtUqZmdnUSqVMD093cBpXlpagqIoMe7iOVb4udQbzbquw3EcCILQYDJrmgae52/LZ2IYBjY3N3FwcIBz585hcnIy0gNOsWQHRrPRgNHYP4zGqORY+oB8tcMDdGi43a4Rc4Am/YYHBSgBisJxfcDzwfEEV9aqp+Kr3rWs4sLl3oyF4YyAc8NCX7zndttsmB6OCo0JtHrjaWRIwMiQ0FfRXjrJgWF95I+iGy6jwwKGMwJW24zMJxMcTQjLnbc58uuMCBgeoIao3cOcPm1KGKB4E0UGbNuF53rQDRfHJQ+lso+oicoo6ImQx32rCVGgtWDPMD0USg4yaQ6lstvRqOylc8M+cgXSczoBAKbGJGha9CLEdtvcLlG5NK/i+o1KzVQOjcpOSdR6yRIDVeWgSASCwEJoSs9242hnJyUo0okhCrRJrnZIgfaj6UkJkkgN0W7Xy19a0fDzCCiTZqVTHAbTPDIDPHieoh0sy0Ox7NCkdJUmSXudU1E1m5XBse3RCcMZAT6Awx4Lj6kki3SShcD78Dw3SHP7KJZPzr/sBA+WZbG23h9OZ2xUhGG4XctM67Uwo8Dze2OImhPCVYOmx6MeG4uzChzXb5s+bhbLEizPKw0LRlG1OKfAtinuKOwrOO02d9PLfzmFhx8Yx8pCbCTXq95I/uAHP4hHHnnkzLs2YsWKFStWgzp+2X9+ol2xYsWqaXBwEIZx8mVf13WkUqnI/z/Wc6tqtYqvf/3r+NM//VPce++9+Na3voV7770XAOA4Dq5du1bDZ/zgBz/A6uoqqtUqxsbGWjjNAwMDsdF8mxSiMBRFwfDwcO2/h0WNocm8v7+PtbW1Gqe5Hp+haVpkTnOpVMLNmzeh6zqmpqYwNzfXF3YjmeBxzwrfMspqmLRMbH3LwMa2gfVNajZv7xqw6xKFjutje8/AxJiIrZ2TdGx2QoIaFNNFSSQD/WEVqqaHXMHGYFCmd/m6Dp5jAhTFSYv9cfEE69BNFy5XuiYJpyclyBI1wvpNcgMIivNazQZJJJgcl5HUKPP4V385CdsBfn6phP3D/l6nUHSQThGkkywKxe6m8syUTI2wa5WOTOFiyWmbihaF1ve5WHKwd9j6Ps9MyUFJVAV7+9H255mLZdyzEo0lHGo2K4PnGVy5Xmlr7IkCi6EMD1UmIMSDabkol10cHftwm/AZvg9cuFzGXUtqi+kzN31iuG3v9ZcGJwBUjYUq01F7UWTAsQwouYjU0rM+gMlzInTDDUoIgXuWE7CdAFNyaEZCq+wekAD3Ue2YMJ+fDgoX+2SvHhedtkxlQSAYyYgNpYD33p3EcclCSuNrBXh3LWu1AjrPAxzHg2X7DYnKquGhavR3DizMKADQdoGrUHTaYk/C47mfIsP5WQXw0RM1EOrnl8q4e0XDhUvlvhIww4MCXM/Hv/5nEckEh4TKYmvXrG3zuRGRooIcH6Wyi/2c2XdZHkANUdf1cb2LIXqQszCY5jE6InQ9l4+LLo5brj8EosBgeV6EZblwXReW7WBogOIzbCfa94+dPRPDGZpu72ZsL80psGy/40Jns46OnbYmdf3xTA19H8XySTHn0rwC0/T6On9c18fFK93vN+32xzC9hmLUfMFuO4UjCgwGB1jwrA2OI+A4EbqBSGWir/gfaTz8wDiW5mJEWr1yuRy+/OUv47vf/S4++MEP4tOf/nRsJMeKFSvWC0xxQjlWrOdZ3/jGN/Dkk0/iq1/9KgDg/vvvx2c/+1m84hWvAAD84R/+IWzbxmOPPQYAmJ6exk9+8hOMjY2d2Ta/FLS5uYmvfOUr+Pa3v423vvWteN/73tdgXHaT53nY3NxswGdcvHgRx8fHSKfTWF5ernGaV1ZWMDY2dqZM4JeKHMdp4TQbhgFCCGRZrpnMIaeZEILDw0Osr6+DZVlks9nnbVHA9Xzs7pm1NHOIziiVHRimi6FBEY7nIZ+3IUssRJGBKBCwLAOGQQ2p4Dg+LJuO5faLVSCg4/SWHS0RFiIS0ikeokDge0CpA27g3vMJPHOxdPI6CwosK9rrqAoDReYgS0yttKkxUUlHka26RGWl6gI+fR0zKNoDKPZgKCMgneQgiQxcD6joLg5zJso9cAPjoyKKZRvlSlMxG1pf51bFsYCm0qIqWWKQSnDgeQL49LPeO7RwmDdbtqWX2mEf2mn5FveHYkp4JDUWPOfDdl3oOi0FNExgcoxgYxuYy/KwHYKNbWpiKTIDRaHpWVGoY88SAh/t07OVau+x8yj7wwQFe4NpHqLIwLJsHBdNFMuA3ubXFmcVrG00luQtLygwDA83N6MnRFkGSGgcZJmhnGGBUEOcoSs+Lee14WJ8RERZdyFJLArHFpIaD6muyDCXtxpKAU+r5QUF1aqH9VsokGwWIXTCYmRIgCQxcB0Pnu/DtoFLV09XftbMwO2klQUFepv90VQWA2m+S1Gmj3SSRWZQhCKztff5qGC3NUxP876lEhy0wNiOquVgf9ptNy255JBMMOA5H65LFxNKZR9lvf09bTBNr+U7Tcb2yoKCiu5hY/t0x0F98Z4kMIEhW1e85/qwHQ+pBI98wQZDCGSJfkfSDTrBERW1BPQuAl1eUKDfwv7Uq1YmmqZlomGqOV+wcH5BwzsenMB8sCATiyqfz+PLX/4y/u7v/g4f+MAH8Fu/9VuxkRwrVqxYd7Zi5EWsWHeKKpUKXvWqV+GnP/0pbNvGq1/9avzjP/4jfvSjH+H1r389bt68ife973347ne/i52dHbznPe/B3/7t3571Zr/o9ZnPfAbZbBYPPvjgbfti6/s+crkcnn322ZrJfOnSJWxvb0OW5VqiOfyZnZ193pjAL2V5ntfAaS6Xyzg+PoZlWRAEAYODgxgYGKgZzWfN8MvlTGzsmrU0c2g2R00o95LAEyzNqzhoU0x3WqWSHIaCMXgfgGl6EAQfHMfCdYCq6dFRe5aAYWh61fMA2w4TlW7NEO8XScBzwPK8hoN8f/uT1Fhoqgee8yCKIjyfw1HBbnifpycl7B2YMEyfvs6C1vV9IyQoJZNZyBLFC/A8AROO1Gy2AAAgAElEQVSapF5QSmb7QSkZ3ed6bjDHASsLGg7zNnb3TcwGHF/L8pFMUESC2gX50SyWJViYlXG5ybzjWLo/uSMLuxFTz50kCtRAUuSwoCvkkVLjVuAJPN+BYbiwLAfHRQ8HeR+ef/sWb1gGOL+o4fCIvm+3osayOgLTdFEo2hhI8bixoWNhVsVRwUax4jYmpTkGLINIBV1R9mdlUUW+4GCnLsW9vKDi2lqlhancXApoWh4KRcq27XZOMQywsqjhqGA3vE4ntZ2AYAkYti4pXV/GptP99n0fKwsaCsc2jo5tnBsWsXdoYTjDQw222bI9FIsO9g97ly/etaS2RZiETPpe+6PILEYyPG70sRgAUIRImMSWRHq929kzcRBhgqNZmspiMM13NaIJAc4vqigUHWz3yXYPJYkMMgMsZIkAcGFZLsq6j+MiIIoECZXB3qGHpTkJZd2vvQ7HAQk1ZEoztGQxKN7zAXg+6OJHH8V7BPS4Lpacrma6JNYl3lmGThZ0Sbw3J5Vrr1N2GqZ+or1fgKpyUGXK8ec5eg0P99sNruFmsN+/dD6B3/z1/5+99wyS7CzMtu+TY0/39OScw65AIPy+/mxkJAQWyBhMkAlCYBGEAkiU/UM2ZWxTVMlvFXapbIMki2DtAsYGSagMKJQBC2TZVdbr4vuwhHZnJ+eZndzhdJ98vh9Pn57u6TDdu6udlfa5qihKu7Mzp+PM3Oc+192OgV4aJBeys7OD+++/H0899RQ+85nP4OMf/zgNkikUCuWVAQ2UKZRLiaeffhrPPvsseJ7HTTfdBFmWccMNN2BychIMw+DEiRNYWlpCJpPBZz/7WXR2dh71IVMuIEEQIJ1OY2JiomgQcH5+HizLYmBgIK/OGBsbw8jICCRJovqMC4xlWVhaWsr7kTs7O+H7fkmruZynWdM0iKJ4pI+JkXFzbuZcyLxK/n/trFVTCNsQ4dDfo2JuMYPUIeN2hYgiA00lIakk5kKFgwFSrlFpWj5pBcdJSNLRLiOddqFrROtg2x72EiTkqme8rxy6zmGwV8X8Urbq0F69kCBDQGNMBMcBkkAuhfd8EiQwDBD42A8L7TAYJv9/LqNNQDiEqGFxOVuiFBgZII9buWE2oOCS8ggHIQxfCrQOgsCgr1vB9FwGqkIGF5dWTewdaFvyPGlKh2GhyDPgBTavS8mHhY4P0yTtWaOCe5YMSGpYWs1iN+FCEBj0diuYyV3WLgoM0WeoLBkks8ko4G4igOvV/jqTJQYjgxpW1mofkDyIqjBQVaGqZzgISABo2T48LwDHsXBdHymDhFz1jhZWQhQZjA1pWK0yvDk2rGF61qjpNcRzTNlRwJ1dE4N9OrKWD8cJyOtaYMAyDHmsg9zJj1xoRhy+bt3DkuEJkrObdpHmRpZZdLZJZb28++OLPESRhe+T97+tHbuopT8+omFqhtwPPA+MD+k4u2XXrNORJRbxGLB6tvY3I54jAfzGll2k08lfwdFQPIC6tWNXfb9VFRZtLVLJ1RtcLujfqvNEWTkYBtBVDqrGQZFYiGJhSOqD4wL4vgvL8ohb2giwl2BqUsLUcwzHR3Rs753fCZ+w8d4Y3W/pZ00P27sOutplTEynMTakYTfhYnvHJic/Cr935W53oSYmk3WQNhzYNpC1UNP3U5YB3vQbcdx8Yyf6e5Rzvj2vRnZ3d/GVr3wFTz31FD796U/j4x//OCRJOurDuqC8//3vx2OPPYbf/u3fxk9+8pOjPhwKhUK50NBAmUKhUC51giCA4ziYmprKt5onJiYwPT0N27bR1dVVNAg4NjaGhoYGGjTXSSqVwuLiIgzDQHd3N9rb2w9VkBR6msP/WZYFjuNKgmZFUY70MbEdHytrOUdzbgxwacXE0poJy/LR0SqiKS5iZt6AJJHmrCKTFqnAsWDKKDTCoap6FBrlhukkkUVHq1jSAiQhl4hoAw9JYOB6QNpwsbltIWtW/3qtTSLa6hj0U2QWmkrGrQAXAs9AVWUIAr8/SuaRFqlp+TAyHjIZD/FGAR1tEqZmM+jvVTA1a6CpUURjVIB4iPKjHuIxAV0dEqbmMlXbq+PDWtE4Wi2EKorGmIAGnUfOqgDb9WFaAezC9qzh1TWQWIlYA4/eLjIwmckWB2mSyKKzvTQ8K4RhyH0SzQ2SuS5pr+8lfWSy+68zTWPQ2ylhccWBkSFfRxQZ6GqokyABEmnF7wfDmYyFTNaBH3CwbQZG1q86CKjrHAZ6FMwvZfPB4PiwhsnZ4nZsY0xAU3gZPMil+zt7Nnb3akvldJXFQJ9a9HWqUU+oXIiqsBge0LCwlAVy4dxho4DngiIzGBnQsbhSeoIkRBJZdHdKmJmvXbVysKWvyCxsN8DiUhY7Nd7XhYgig55O+dBjEAUGY8PVg/5KFDbeSXs8wF7SybfHJZFFd5eMmbkMeB44NqxjbcMq+zhUHFnMa2KIEqjo/ayMJiYMxsOgXxJZ9HTJmM6d8FEVFvEYD1kKAPiwrFyrOQX4fu3f78JgfHPbrttnH8KyuSs/5NyVHxI5qcnlvo37ATnZF9F57Ow6kGXyurcsH6l07b70mo6FAa59Yxw3v68Tvd00SC5kd3cX999/P5588knceeed+MQnPnFRg+RMJoP77rsPGxsb+MpXvpL/8xtvvBGPP/44AOBXv/oVrrjiivP6Oj//+c/xlre8Bf39/UilUtjc3Dyvz0ehUCiXIDRQplAolFcynudhYWGhyNM8MTGBVCqFlpaWEk9zS0sL9TQXEOpHFhYWwLIs+vr6Logf2fO8kqA5myVBROEgYKjP4MhS2JEQBAHOblpYXbewuGJibimbD5sTF7DRO9CrQBTIYFy5HzF0jUNE40o8nZVojAloaiTBXL59tuMgGuHR2Chge8eBKDIFY4NMbmwwKBoly2Y9pDMuvDrVst2dMiI6hzMHLqevNnAXKj8UhYRcWdPHzm51D2hXu4RoA4/JmUzVS8QLuWJMx0tnah/ZA4COVhHxRhFnZgy4BUOQEX0/5GIYoinZSbjY3rbP6YfBthYBLU0SzswYZRvLIYrMoqVZxGKdqgGAtCx7uyWIgg/P8+B6PgzDw04igGkyFRvc50I+6J/NFClJQo6NkID/sDZjqEggLX0Gth0gkXKwuWXD9YBYlEdvp4ypuQyyNeowQsaHNUzVGCo3RDj0dyuYns+WBP0HKRzYE4T9wcjN7coDeyG6zmGwR8HsQhbpzOEPiCgy5AREnYOGmspisCCAFwQGLU0i8Y/zLFyv9va4KDDo61GKxtpCFJk04BeWLuz7psADsQYBrS0SVJUFA3LlA8MCtkOufiinDql28qPWrzs+rGP1bGkwLggMBvtK9TiFsCw5CRHRGHCcnzvh4yOZBrLm/vdXjgPGhlRsbBWfoFAVlviV5XBQM+dXBlEheTkVUq1XftQSWJMTayJiUR6yyMJ2HOwlTKQzDIwan3YsC7zl6ibc9L4O9HTSILmQ3d1dPPDAA3jiiSeOJEgOWV9fx4MPPojFxUWcPHkSADA3N4d/+7d/wzvf+U6wLIvW1tbz+hqe5+ENb3gDXve616G9vR1//dd/jeXlZXR1dV2AW0ChUCiXDDRQplAolFcjvu9jY2MDp06dKgqaNzc3oet6iae5t7f3SEPNi43neVhbW8Py8jKi0Sh6e3uhaS//0rrv+8hms0VBcyaTged5kGW5pNV81J7mRNIhbeacNiNsNm9s2TU1YBmGhFmZrFfTIFlTowA/CGpuaxYyNqTBdnxsbNloaQq9toBtB9hN2Njcds5ZM1HIyKAK3wdm5isnDFce0/HC6doDXTn0rRaEieHPYWdmzm2Q7KArtBIDPQpEkcHkbKau+0cUGLQ0i2jQeQg80X1Uc5f2dslQVQ6T0wb8Gr+OrnKIRQUsr9UeKocBfOjNvWJMx6kzaQQAeJ4oEiIaC471YTs5fUYygOPUdxIpH8BPG4cG/cdGNUxM1dcaD2lvFdHWIsHM+cXzWodt+9DByEIOC5Wb4wI6WiWcmTVg2+f3QgmHDBtjAuQCrcP2rg2OZdDdKVcM4KtRLdA9SEOEQ1+3ipl5A5lsbV8n1sBBVTyIAiDLMhyXLWmP8zyDoT4VZ2bIgKWusRjsVQ8NxkNvuqZwkGWiVuD50vZseDVAJneiK3wsFJnFyKCKucXiZnq0gd9vj4e+9PM44SOJDEaHdSyVUeoUwnEMxoc0vDRZ34krgNwPTXEODVqAIPBIMGz5SKYZWDZTs06iFniOBOPrm+Wb3LWiKhzxeKt87j3aRyLl5p3YHMfgrb9FguSudvnCHPyrhL29PTzwwAP40Y9+hDvuuAOf/OQnj1xtceLECTz77LP5QPkP//APYds2brvtNrz+9a8/78//4IMP4p577sHk5CSeeeYZ/MEf/AGeeOIJ/O7v/u55f24KhUK5hKCBMoVCoVxOBEGARCJR0mheWlqCIAgYGhrC+Ph4PnAeHh6GIAivGn2GZVlYXl7GxsYG2tra0N3dfUmMvwRBAMuySlrNjuNAEISSoPmo3dmm5WE5VGesmvlhwNV1E44bQBJJW++gD7UWOtokpFJOTWHZ/jDd4YNxgsCgJU70GSwbIJMxkUp7SKQZOIfkDBwLjI3oSCScqgNRhdQbKgP7AXw642FpxSxwxAqQJBaeR7y2G1t2TS3VK49H8MKpVNm/GxvSYNk+5pdq1wjUgq6xaG+Ryf3MMXBdDyzLYnLGqMvJHRLROegah7Wz1R/fwT4FHMeUDRurtcZDog0s4jEBogD4PtGZ7KV8GJni11l3hwBV4TE1l60rID4+quP0ZLrmH6C7O2REIqUN+EIaIjya4wfCxCrji+VC5TAYn5g26m61VhveQ1B8NYAospAEBgsrJmJRAXrBCZ9CrcNhCAKDgV4FkxVOtMRjArraL0wwHrJ/wocHzwOeB7BsAElkYWR9MMABl3Zhe5boJM7Vm05UKipmFzJ5ZUstiLkmdkOEB8+HHm8Pm1sWrDL3S6XAuhoMA7xmTMeLh7y2CpFy7u/FFRN7SRedbRKypofdhAueY9DUyEPTGHCsD9fxYGR9JFOAadf3/S5UgpRrWNeDwAO6zhc/x3N+ZQQAGPJef/21Tehoo43kQvb29vDggw/ihz/8IW6//XbceuutRx4kh5w8eRI///nP84Hy3/3d3+HZZ5/F008/jYcffhg33XTTOX/unZ0djIyM4LOf/Sy+8IUv4Je//CWuuuoq3Hvvvfj85z9/gW4BhUKhXBLQQJlCoVAoJNA0TROTk5NFnubZ2Vl4nofe3t4iT/Po6Cg0TXvFBM3pdBoLCwtIp9Po6empyY98qeA4TknQbJomOI4r0WcoinKkt8vzA6yftbC8bmJ+MZsfBlxcMQ+9fL6Q/h4Fq+tmxcvmdY1cxr6wbCJRpUVXC/nxprBNGQBGhoxkuW6A4UENK6vmOQ251RJkAvsDa+sbtQfwsSiPpkYRaujitXzs7Ja6eK88FsELp0mozHMkGN/eOXzwShIZ6BoPReYgS8SlTTzD5JJz3wccN7zUnni0jYwH3yf36bERDcmUh+U1Mx9s5/UZCgeGBSzbx+4eadtW+8GSDJgxOLtZ+hiMDauwrODQYLzWxvZBiIpCQLyRg+u6SKVdpFI+9pIB/KC+97/CtnQlqgXjtZIfX9RJ490taI8P9qmYnDXQ3SFDVTicmTGK2rOSxEGSWAgcQ7zpIO1Z1w3guAFMy0M2W/vw3sHGeCUKfemiwMDzAqQzHra27ZKG8cGWMEBUKs1NEs5MHd4YDxF4QJYASQR0XYIs8VX1OJmsB0lk0d4qYmoug6E+FRtbNhqj9Q3s1QJxjMuYPMSZXi8MA3S0SmhuEvNDojzPYO2sVfPJsoPUcvKMKEH0smOvLU0iAgBbVd77GiIcYg0cJDGA73swLR+pdIBkGij8fVYQgLEhHStrJnYLxkSLBwfDhjjAsgwc20HWNMEwHFhOhG2jpCF+EJ5j8LY3N+ND7+lAe+ulEZJeKiQSCTzwwAP4wQ9+kA+SZfnSam0fDJRDnnjiCdxyyy1YXFw856vWPvOZz+AHP/gBJicnoaoqLMuCrut4z3veg0cfffQCHD2FQqFcMtBAmUKhUCjVcV0Xs7OzOH36dD5snpqaQiaTQXt7e5E+Y3x8HE1NTZdE0Bz6kRcXF8EwDHp7exGPxy+JY7sQeJ6HTCZTos8AAEVRSlrNR6002d6xsbhKlBlEnUHC5krtsdEhDdNzxSFUS5OI9jqG9gphACgyoGs8VJWHKOYGmzgmPzboecRJynGAqnJYWjER0flz9gezDBlFOz1llP37iMahv1epeWCtFkIXb0TnwbIMXNeHJAZgGA62E8DzfHAcu3+pvQ/iYHV8mKaPjEmC4Wp+40qIAgnGyw2FVWtLF7YpBYGB4wRIpT1sbFn50LKpUQDDAFs7DgnGh3Vs7x4ejBcyPixhYrr2jw8b4ymDNPILCdvjEY0FzwewHReG4WEvGcCq0qasdJLhQjXGNZWFpvCQFRaSyELgc89xkB/eNZWD6wbw/QAMwyCdcbF+1kIidQHF0gD6u2VIElfRmV4PsQYe8QKtQ9YkrubGGI902kO0gcfqugVFZiHLHESB3G6GY4AgQBAg7xm2bB9pw4FheHC92r8XlAusWQY4NqbjpTKPZ+HAHpsb2EvU0MTON6wLRksrUbYhXtCe9fx9v3IYiBs5v3Loyi4MrGWZRUucvHfwPJN3YtcyVlfphI2mshjq0zC7kKmqBGmM8pBl9tArEQ4iCKTV3KAzEHgPvu/BdX2YFmA7LGyHgWkBphVcEOWRwDN4+3UkSG5tpkFyIYlEAg8++CD+5V/+Bbfddhs+9alPXXJBckilQBkA3ve+9+Hzn/88fu3Xfq3uz/viiy/iqquuwokTJ/DRj340/+dXXHEFbNvG1NTU+Rw2hUKhXGrQQJlCoVAo54bv+1hdXc17micmJnD69Gns7u4iGo2WDAJ2dnZelPas53lYX1/H8vIyIpEIent7oev6y/51LxWCICjxNBuGAc/zIElSSdB81MoPI+Pm1Rlh2Ly4ksXaWQvHRsi4XG+3DC3XpvT9gtAsN9gk5EIUlikebDIyNoyMA8tmYNk4NFDobJPQGBMO9eIWNkALx8jKBS88Ry7RnyoYEwuD8Xouyw9bpKrCQZE5iAIDQSC3OxyqcnOBuGmTsUGeY9DWImJ2IYu+Hhnbuw5iDQIEgYHnA+k0cYBmzfP7sY40xrWy7cNC6m0JH2yPyyILNwiwteVgabX+sT4AuGJMxUtnqrd/Q5XKxlblAa9qxBp4NMZ4iEJAvOmmh0TSR8og18gP9rKYXfTBMsDokIpk2sPqgXboYQ1xzyetYTs3ShaGhZXCyrEhDaa17zIfH9EwWTAWqKscmprEfRWFQ9zjW9tOXT7boX4VQRBgduHcgvHDAvHwpI+mcjBtHxGNQzrjQeBYOG7tAWitdLVLaGjgK6pHGIY0z2u5EgGo3MS2LRfdnSp29xzwfGW/cr4hXqU9W43GKI/uTpkE1jX++6KxulwTO2N62N6xi05EFL6+dZ3DYK+K6bnaHdYRnUNjlMfiSu0nfRSZwfCAlj8pd3xUy7fhY1Ee0Qibex16yJqk1ZwygCq/A5dFEBj8zlta8MF3d6Cl6eg1WZcSiUQCDz30EB5//PFLPkgOqRYo33PPPfjjP/5jtLS01P153/KWt2B5eRlPPvlkUXnh7rvvxr/+678ikUggEomcz6FTKBTKpQQNlCkUCuW5557D008/DcdxcPPNN5cMcti2jf7+fqytraGzsxMLCwvgef6IjvbSJwgC7Ozs5NvMoT5jbW0NkiRhZGSkaBBwcHAQHMedd3PYtm0sLS1dcn7kS4UgCGDbdknQbNs2eJ4vCZplWT7SNrfj+lhZs3B208TaWRsraybmlrKYmjOQrTGgqJWhPgUcTzQD59NiC4OXxhgPSSTBSzrjIZly0BAR4Ps+NJXH8poJReKKQrN8II790OxcHaztLSKa4iLOzBhwXfKPOI7BcH+xJiCkMafPUGTiOMhkPezsOkWXjJejqVFAZ7tU88AawwBXjOr41Zn61BMRnUN/j4q5gpZjUQOUY2BZHvb2XGzW0B6/8riOF06VHoMisxgZUPN+1wsBz5FWvKJwiGgcNI0FAx+B78LxfNiWi6zpw3EZuB4LywayZgD3Anx5liUe2d2Eg9WzpSHdsREtf5Km4vHzpD0ejZAA1PWAtEHu50KP99iwimzWx+IKCaxFkYGu8lAUFrLEQhTIFQFMDcqUagz3qwiwP4rJsqRFfmpy/3ldOAooiQwsy0YyZSOdYWDUaBLp7ZahyBwmZ2prWJ+rUqWjTURjVMT2rg1FZsGxDBSFA4NwYK+yE7sewtHFiRnjnK4+qISmkrG6WAO5IkKUGLh2gNPTBow6RiNDFJlFR5t06AkJVWEx1E+cz2mj+CTW6JCK+cVsxYa3KJD3Lk1lwMCD7fhIGz4SKZS01kWBwTt+uwUf/L0ONMXpzxOFFAbJn/rUp3Dbbbdd8kFySOEon2VZOH36NF7/+tcjk8ngvvvuw5//+Z/X/TkfffRRfOADH6j6Mf/xH/+Bq6+++lwPm0KhUC41aKBMoVAubwzDwFvf+lb853/+JzzPww033IBnnnmm6GO+853v4Pjx4+jo6IAsy4jFYkd0tK9sgiCAYRiYmJgoGgScn58HAAwMDBSpM0ZGRmoKNX/xi19gZWUlHyK3t7cfud7hlYbjOEX6jHQ6DcuywDBMiadZVdUj9TQHQYCzmzYZA8zrM7JYXMkiWcdl+6HOwMh4+RCsXmSJtEhliYMksxD58p7hiM7BMFwoMgfHJaqBrOlhd885r8Gog/T3KJBEtqJmQBQY9HTJmJmvrT2qKkSfoWk8+JzzeC/lgmMCxGIizkxn6h5yYxnSji0MACvR3CSio84mt8AziEUZSIIHVRXBsiIZMty2ij5HoVs6GuHQ261iZj5T0fXNANB04hmWJdKM53miDmFAxthcj3iGLSunF8h6Rf5bVWExPKBhYSmLRMrNh5AsCzQ3CmiIcOC4AJ5L/K17yQCmVf9JHYEnSpD1MuqRg9QSKleiqZHHUL8GgWdgOz5cL8BOTkNSbvjtfBgb1mCa+w3rQlgGGB8lfurDKGliHxgFHOxTwLIMpufqd1jXM8TZ0yFD08hVF+FrtalRAM+jxBUuiaHGptSJfZgWo7VZREtT7aOLYTNelTmIFd/TfFiWD9MiJ7syGaIdCZvPg70q5hYziEUFxKICRIGB75OrUba27UMHV0WRITqOMh5xXSX+/JmFbNWRwsE+BWtnrZrGS0MYhpxca4iwUKQA3e0B/tdrXSiyB57nS74XHvVJ16MimUzi7//+7/H444/j1ltvxW233QZFeeUMEq6vr+Nzn/scXnzxRXznO9+Bruu4+uqr8YY3vAG/9Vu/hU9/+tN1355sNotjx45hdHQUt912W8nf//KXv8Rf/uVf4v7778dnPvOZC3VTKBQK5aihgTKFQrm8+e53v4snn3wS3/72twEAb3/72/EXf/EXRQ2Ca6+9Ftdffz1uvfVWtLe3H9WhvmoJggCO42B6ejrvaZ6YmMDU1BQsy0JXV1dR0Dw2NoZIJIIf/vCHuP/++wEAn//853Hdddddlr/cvZz4vp8PmtPpNAzDQDabRRAEkGW5pNV8FM39ZDKJhYUFmKaJxngXMpZO9BmrZj5s3tiy86GNKDIYG9Swvrk/gMfzQETjoSpkkCxsU7LcfojieaQxHIaF6YyXb/+Wg2OJNmEv5WBljbRDYw08RIHFRsH4lCztO495ngRciZSDjU0bXo1ZyOiQBsfxMbd4eFAsyyzamsWywdxhDPYp4HkGswvZ/daqyMB1gbThYGPLhmkd/iNitbY0AHR1SIhGDh9yqweGIX7aeEyApnIIAkAQArAsh0zWA8MADEOCYc8P4BY0xDMZEg6fa3s9GuHQ161ier708v/Dmq0RnUNTIw9JBIJQn5H2kUwRfUYhisxgZEDDwkp9Y5X1hsqhEuRs7jUkCgz6uve1LnLo8dY4cBxxYidSLja3LLh1qJrDccdE0j10MI5lgOPn0H4PGRtWc051ljwHciqKzS27rlDysFC5v1uGKLJlw1KAaBqUGl3CeSVMVIAsk0HRbNbD9q4DRWbQ1iJjY9uGJLIQRQY8RxrQYADfD4gyxSHBcKhMqbe93NQooLOttPk8MqBiYSVb9kRQQ4RHc6MAtcBNv5soHufkOQYjQypO50486TqHwR4F0/OZmhUaHa0cEkkXGbP2nwtkicU739aK97+rHY1RIf/nB0+6ZjIZZLPk/VZV1aKwWVXVV+VVbMlkEg899BC+//3v45Of/CRuv/32V1SQ/HLyxS9+EV/84hfxy1/+EldeeWXJ309MTODYsWO49dZb8fWvf/0IjpBCoVBeFmigTKFQLm/uuece+L6P++67DwBwyy234E1vehNuvfVWAMDe3h7uu+8+/OQnP8HCwgJ++tOf4oorrjjKQ76s8DwPi4uLOH36NE6dOoWXXnoJzz33HHZ2djA4OIjXvOY1uPLKK/Oe5tbW1iNtz14uBEEA0zTzIXP4C7bruhBFsayn+UKG/eHg4sLCAjiOQ19fH2KxWMWvYVpkVG1pNYvdhIv1DQur6xbml7JIJN26B/6qIUsMRgY1rK5bZdvHLU0iHNfH3iE6iXD0LRYVIAksXM8vCrh4joR623sO1sroDKqhqxyiDfyhIV3I2LAKywpqGoyLxwTEGwUoYcBletjecUoUEoJAWoiFbunBPgUcR9QjtSDwgKZx4DkPPAdomghZEvPu2bxnOAzNclqFtlYyADg5Y+DYiI75xSyam4g+g2MZmJaXa60656VAyTesDxlYqzZYWAlRZHLKDwYC5wPwsJvwsLkd1DU2F1JLqEye2zqWVrMlz9+DoXI5WBZojovkOS2GrVUPWzsW0sb+F7ybmcUAACAASURBVA5HFze363NYMwzQ0+FjcbX27wHjIxoMw8s7udtaRNiOj929/dsXK1TCgKgodnYd7OyVb38Xtt9DhvoUgGHyqo5qNER4NOhEjVMv3R0ydJ3D8qpJtA4aD44FbMdHIkFUJbWeqKpGS5OIthYRE1OVffMDvQrWN2pvCQvhOKfOQxBY+H4AUQR8n8GZGaOo7V8rbS0iHCeo+FiFKDKL33t7K258ZztiDULVjy3E931ks9mSsNnzPAiCkA+Yw++FkiS94k58J5NJfPWrX8Vjjz1Gg+QyLC4uYnx8HO94xzvw2GOPlf0Yx3GgKAquuuoq/Pd///dFPkIKhUJ52aCBMoVCuby57bbb0Nvbiz/7sz8DANx6660YHBzEn/7pn5Z87J/8yZ/gF7/4BX76059e7MO87Nnc3MRDDz2ERx99FDfeeCPuuOMOAMgPAob6jI2NDWiahtHR0SJPc19fH9VgXATCtnlh0FzoaT54ybCiKHX9cu37PtbX17G0tIRIJIK+vj5omnbOx+t5AdbOWlha3R8DJK1ms6L6oBKxBh49XTJmD7kUGwA62yUkk86hl36XQ5FZHBvRkc64kIR95/H2rnNoSH3weEWRrRjYhYH11q6N9Y36h+kOoqkcmuMCdI3Pj74ZhkvGBUUWDBjsJRzIMgdJJKNkLEtCwrAhbjv7Oom04R56uf9BBnpJw7owsGYY4FgFXYIgMGiJkwE1nmfhuj5ShofNrepKh652CdEGARPT6Zpbv+cSKocO68KBtdAfHI1wEPgArkdC9ETSP7SpeWyEDJod/BVA11gM9qqYXcjmHdblEAQG/T1KzScECmmI8GhrFtEY5eEHQCLlYjfhYrsGJ3YhtYzkhY/5boWTMS1NIoIgOFQXsn91AQeeLx7nHB8hxzA8oMJxajsZU4iucojHBSzWeCVBb7cMWSLO52rkT1TlXv/1qCgAEtA2xUWcqVGh0dMlY2/PQco4t/fTqdkMRoc0LK1kEW8UoeZC/ewhoX4hRCXC4Oxm6fuYqnB49w2tuPF329EQubCtYtu2i4JmwzCKVFIHW82X2s8oqVQKX/3qV/Hoo4/iE5/4BO644w4aJJfhgx/8IB599FH8z//8D1772tdW/LiRkREsLy8jlUq9KhvsFArlsoQGyhQK5fLmc5/7HHiex7333gsA+PCHP4yrr766rOPMcRwcP34cU1NTF/swL1tOnz6Nv/3bv8UvfvEL3Hnnnbj55purjr4EQYBkMplvNIdB89LSEjiOw9DQUF6bMTY2hqGhoQvenqWUx3XdkkFA0zTBMAwURSlpNRc2zV3XxfLyMtbW1tDS0oKenh5IkvSyHu/2jp0PmQt9zTsHWsdtrSJacgN49Vwu3t+jYO2sWbNrNhbl0dNJ/MeVwm5VIQNZeq6VaOX8sIXKj0Ka4wJ8H0WhDBmm0/Jt7nrRVBaqQi7blySiDuF5BgyIPsTzAcfx4Xo+4jER6xsW/ACINvAQeBae5yOZPjy0rYexIQ2W7VcM9ViWOHpP1+B1Bor1GbLMAgFgZD0wCMDxHKYqOKwPo9Zht45WEfFGEupVaoeWQ9eIPkOWgCDwYZoekikfiVSAIPc7wWAvj7klF0FAfLLdnTKm5jI1t0PPJVRWZBYjgxrml7JIplz09yg4u0marWLYWo3wEHgGjhsglfawsWXCrpIllrsveQ4YH9lXdVSjOS6AYZhDP64cLEtOEDiOD5Zl4AdAJuNha8dGKl17sKoqLNpapKoqm4Fe0uo/F+fzQRoifG6sjqgozJyKYnvbRnubiMaogIkpA36dz+2ONgmm6dX0ftIY49HdIePMdHGrv5JKRJZYRBsYiLwDRZbAcgJSaQ+b28V+6WiER6Sg9a2pHN77O2147zvaENEvbrgXqqTKtZolSSoJmi92qzmVSuFrX/saHnnkEXz84x/HHXfcAVVVL9rXp1AoFMorBhooUyiUy5t//ud/xk9+8hM8/PDDAIBrrrkGX/rSl/Cbv/mbZT/+lltuwTe/+c2LeYiXLV/+8pfx1FNP4Y/+6I/wtre97bx+oQoVDVNTU0Wt5tnZWbiui97e3hJPs6ZpNGi+CBR6mgt/uQ6CAIIgwHVdWJaFtrY29PX1HfmKvJFx8y3m3YSNU5MGFleyWDtr1e37HRkg41XVvLJtrSJaGskwXb1+0xCeZwqcx6RpG4a2jTEBmawHlmHQ261geo4M00kiA00lXmlZYiEIDHiOAXNgcNC2fZgWacEaGe/Q+0CWGIwOalhes6q2CwtDW0liYds2EkkL6QwDo4bsjGXJ6OJuwq1JCcJxDEYGFExM1x/MjQyq8NwAs4vZktE3yw6QSNrY2KpNn3HlcR0vnCofKvd2yVCV4iG3C4EgMOhskxDRGQA+mMCB5fhYXDnHUUCBwUBP+VG1QiIah4E+Nf+cK6SvW8bmtl3Rl8sAiEU5NMWlfb1K2NTP6VXCUFkUGYwNaVg55Dl3kHhMgCCUjuRVInQ+7yVcrFZ4zukal1OV7D8/9pI2Nis8P2SJRVeHVDKkOTSgIvADzC7U13wOURUWmpo78SOS1zfH5U78gFwR4DgBFIWD5/lQFA6G4dXV1C+kpUlEAGCrQkDf1Cigo02qemKu1hMuwH5Tv9Av7XkBGBb4X1dG8d53tEFTL62WaBAEJa3mTCYDy7LAsmxJq1lRlAvaak6n0/jqV7+KRx55BB/72Mdw55130iCZQqFQKNWggTKFQrm8MQwDb37zm/H888/DcRxcd911+NnPfoZ///d/x/XXX4/19XVYloW+vj5MTEzg+eefxy233HLUh31Z4LruRbks0HVdzM3NFbWaJycnYRgG2traivQZx44dQ1NTEw2aX2bS6TTm5uZgGAaampogCEL+l+xCT/Ol5Ka0HR8rayRoXlwlY4CLKyaWV82qjuZjIxompoySH6z6u2XI8vmHhxwLRHQeisJClrgD41wBZIm4SsOfCbOmj/WN8v7n8yGic+jvUTG3kKmqTagFXeXKOI+JH1YQSHhYyWFdDZ5nMNinYHLm8FCZYYh/N5XyanLd5kP9giZ2yvCwsVkayh0MlYf6iRqmlhYqzwG6zkOVOcgyC5FnwAssWLZ4YNK2fWQLxthcN0Bnm4RYlIwhjg8T/UVjVEC0gegzPM9DJuthL+kjk63+WhMEBgO95e/LsIU6OZOp+tro7ZKxvWvDqFMNE+pVYg0CNI1FOu3j7JaFzW277pM+sSgPWWSxXkaXEMKxpPm8tWOX1SrUQvFJn9zQZdrB5o4NzwP6cq3v0SEVtr2v0CAecR5aeOJHJFcFMGR7j3jEw8fb3H+8D9NV9HZJUBTiGQ/ff157PIIXC7QsDAM0RnPOdIlcUZIxfezs2UUO6pB4jLiz1woUOrW4mAs5Pqri9FSm7vfEiM7hxt9tx7tvaIOmXlpqiVrwPA/ZbLYoaM5kMvB9v6TVrGkaBEGo+fthOp3G1772NXz3u9/Fxz72MXz605+mQTKFQqFQaoEGyhQKhfL000/j2WefBc/zuOmmmyDLMm644QZMTk7iySefxK233op3v/vdeNOb3oSPfOQjR324lIuE7/tYW1sr8TTv7OygoaEBY2NjGB0dzQ8CdnV10UHA8yAIAuzu7mJ+fh4Mw6Cvrw+NjY1lfym2bbtEn2FZFjiOK7pUOGxxHeXjEgQBzm7a+37mgrA5mSKhy2vG952vo4MqHDcoucydAaBpLDSVgywRz7DAs2C53N8GAVyftAoty0fW9JDOeBVVBb1dMlSVw+Q0uYT9oIKjqEnJMbAsD7t7xLVazw+B+WG62X3Pb73oNdxuhmGgyCx8L4BpeRAEjjQpUx7Obls1f20hNy5XKbzleeKW3tiqbzCuEkWhXMGQYUTjkLUCiDyDZNol+hCezQ0O5m53rkVq5h5vI+PBtOr3cvd1y5AlFpOzxUHd8VEdp6fSZcM7VWHRFBegSAADH1nLQyrtYy8ZIAjIa5bngJ4uEXOL5H5qbRLR2iJiYtqA69b2eHS1C9jedWDWsTup6xwGe1TMLGRgZLy8n5rnGDTnQn1RYOB5QdHQZSWiER6aypW0jnkeODasY23DOtS3fBgMAE3noCkcFJmFKJLHm2dJe16ROYAJ4DqA6/nYSThYW79wWpiQ/h4FglB5GLOSeuIgspzzS2s8OA5wnADJlAvT8qApPGzXQ3NcwkSNLuZCBnoFLK06cGsw8kQjPG58Zzt+7+2tUJVXXpB8GEEQwLKsklazbdtgWRa+7+OJJ57A+Pg4XvOa1+DYsWN5XVQ6ncbXv/51fPe738Utt9yCO++887w2CSgUCoVy2UEDZQqFQqFQ6iEMPl966SWcPn06HzSvrq5CFEWMjIwUDQIODg6C53naaq6A7/vY2NjA4uIiVFVFf38/dF0/p8/leV5J0JzNkmA2DJhVVYWu65fECNJe0iGN5pUsEglyqf7Glo1EyoXj+rAsH6blw8h4yGS8ut2l5RgZVOF55S+VHx5QMb+UqRrUiAKDlmYRDfq+0zYcInMK/l1Xh4RohLRdw1aoLDHQNT4/vCfmNBrhj6Ou68MwTJiWB8/nYdk49HaHbdep2Uw+TH3tuI4XC0bZGIZcUl94+buR8bC9ayOZKm1LSyLRDBTeR4rMYHhAw9KqWdf44cHbLUssBD7UhzAIggCeR8Jhy/Jh2T7aWiRs5p4H4ZAhxwGWRZzY59K0LcdQP2khzsxXbj5XC5XLQUJbAbrGgmN9eJ6HAB48J8DCKvJhcz10tYtIpFykjeo3OvSMFz4XQq48FsELpyuPHsYaeDTFRSi50TfzwOhbROcQjQhYXjMhiQwZiqvwXJClnC5G5iCGLfGC5znRxfi5Ez8+MhnS/D74PD+o0OA4BmNDKk7lXN+yzKIlLiKiF4e2G9tWTWFrIYN9pAVf7bkQUo964iCdbSLicRG27UMSWQQ+8Y/X65ce7lextJqtGKjHojx+/53teNfbWkkYfxnieR42Nzfxox/9CBMTE5iZmcHi4iI8z0MkEsHS0hKuu+463H777bjqqqsQj8eP+pApFAqF8sqCBsoUCoVCoVwIgiBAJpPBmTNn8mHzxMQE5ubmAAD9/f1FnuaRkREoinLZBs2u62J1dRUrKytoampCb2/vy+ZH9n2/6HLhwhEkWZaLgubwcuGjJGt6WF41c43mXLN5JYuVNauuEbaQMJhK1qBnGB/WzkmzwTJAU1xEf48MQSCX7LtegL2Eg51dB+mcVuFC0d4ioileeZiu1tCrXBN7b89FOuOitVnE9q6DgV4VM/MZWJYHXeOhhC1SgQHHha1hwA+IV9pxfJg5vUCtt1vINZ9rabsW6REEBq4PpNIONrdsmNbhX2tsSIVp+VhYPlzVAdQfKof0dslQFA5zCxkM9Ko4u2WhMcpBEgDPJyFqMhUgVcMWYneHjL2Ug3SZ0LE5LqCjVcLEIcOYYVO5HmQp17TViW84fKwt2yc6CTeA7ZATP6FO4lxd5yEsCxyroNBgGfJ4/OpM5ed2+FpsjPKQpILQdttGyii+/4YHVPge8X/Xw2vGdbw0ka75F8LONgnRBh5npiuP+hW+FhkESKWzSCQ9JNJM2edef4+CrW0L6QIlSjwm4Pff1Y53Xt8CWbo8g+RKGIaBb3zjG/inf/onvPvd78av//qvY35+HmfOnMlffaXren5HIrz6qr+//6LoxygUCoXyioMGyhQKhUKhvJwEQQDXdTE9PV3kaZ6amoJpmujs7CxqNI+PjyMWi71qg2bLsrC0tITNzU10dHSgu7v7yH5ZDS8XPthqdhwHgiAUOSkvBU+z5wVYO2sV6DOy+YHAg6NmAMgY2aBW9yX5V4zpeKlKYFWOsWEVpklCSp7LuYhzl803RHg0xwWoCgeGAUzTx27COSdNQG+3DFXmMDlTOZgKee2xCF6s0kqtRnuLiI42CYLIwnV8OG6A3T3SxLbPMzAsRJFZjAyoWFgxkUjWWSstQzxW7LQ1sh529hwkUy7Gh6sPxlXj+KiO05O1BYhDfQoYttj5zPMMhvpUnJkpTY9lmUVjAwOOdSAILHyfRcog+gzf33+9tbfwSGf8fFO5rUVEc1ysS5twWFO5HLrOYaCHnFQIX2eVQtvNHbts6F0LPEdczOuHvF4ZBnjNWHELv1YiOgltW5oE+AGQTLq51ntto5GFHB/VMTGdrtqW7+qQENH483LBlzuBkjZcbG7ZiDcKSKdd8DyLD/xeO97x262QRKqeKiQMkr/zne/gox/9KO66666KaotkMonJycl8yByeFL/22mtx3333XeQjp1AoFMolDg2UKRQKhUI5Knzfx+LiYj5onpiYwOnTp5FMJhGPx0s8zW1tba9YT7NhGFhYWEAqlUJPTw/a29sv6dviOE5J0GyaJjiOKxlAOmpPMwBs7dh5fcbiignL8nBmxqi5hXqQWhq+PAeMjejY3nGwvlEcUooCg55OGTNl1Br7H0PapbGolL9kP5FysbllwT2QyQ0PqAiC6nqGctTbSu1oExGP7YeUusYh2sBjZY3cvrw+IyaQQcOAaDnKtT+rEdE5DPQqmJ7Llj0ZcBiiyEBXw7FFFqKQG2MrGN9z3ACe5yPWIGA34eQv/edY0rDdS5FQrlZ9xvExDafPlA5IhhwcjDsIzzMY6ldxZrqGSjJIU5coHVjwnA/H9YDAh5H1IfDA8nr55uph1OoBjjXw6Okqr9CoRhjaagoHJryv91xs7thlj1cUGIwNa1hZs/KKjVo4F/XE+LAKI+NjabX4faEktPX2RwGzZuU7eXxYw/ScUfJ67enKnfiZvVCjouWvCtB1Hlf/7xiu/c0miDRILsIwDPzDP/wD/vEf/xEf+chHcNddd52zTopCoVAolDLQQJlCoVAolEuNIAiwublZMgi4sbEBRVEwOjpa1Gru7+8/ch9wOYIgwN7eHubn5+H7Pvr6+tDU1PSKbl97nlc0gBTqMwBAUZSSVvNRPy5pw80HzUs5jcbiShbrG9ahQeKVx3W8cKo0sJIlBqODGpYPCcAUmUVLs4jFOkNtlgVamkTEGnhEdNJe39q2sbFtI5OtXx5cS/DW1y1DzjWfD/4I3BDhoaks1s5WH+HLB4kqaWJblo+dhIvtgiHDpkYBnW1SfqSQZcml/qrMQZE5iBILgWPAcGR4LwiIOsSx/dz4no+04R7akpYlBiODOpZWs3nPb3OcqFwK26/hUF2soSBINFxsbltlg8QrxnScOrPfVGYAjI9oSKUP16kAJLgc7N1vr9dDX7cMSeIwNWugQefRGOMhiQGCgOgmEikfqXSAKr/f5Kn2nMg/RjPGBW2jCwKD1iYB8UYJgsDAsj3IIoulFRMb2+c26lfpNVpI+BglUy5W1utvpzdGecQbRag5v3TG9LGzZ2N3jzyvSMM+C9sOyGMksmUfX01loSpEHSLlXOIME8CyTDiOB0GQAPCwHB/ZnD6k0lhiS5OID72nA2+/rhmiQIPkQjKZTD5Ivvnmm2mQTKFQKJSXCxooUygUCoXySiEIAqRSKUxMTBR5mhcXF8FxHAYHB/P+w7GxMQwPD0MUxYse4AZBkB/ak2UZfX19aGhouKjHcLEJgqDE02wYBjzPgyRJJUGzKIpHery242NlzSxqNS+tmlheNWHZ+yFOYZuzIcKhv0fF7HwG6UxtrVpN5aCpwMZW7S1cngfGhnVsbtnY2CoOccPxtHy4ZfnY2d0PtypxcKgvZGRAheeXHyk8+HUlicHZzfqDP1FkMNKvQhRZsBzAMAwMw8PaWROJlHdeDc6D6BqLwV4Vs4tZpMs0psuFypVojPJoatwfqsuaPrZ2bXS1y5iYTuPYsI7NMp7fw2DZAH1dAuaWalN8DPUrYMBguoZ2uiSyaG4SoCkMGMaHZXtIGx529wJ4fvH74PFRBacm9x/31mYRLU2VvdwHCVviqpIbWxSYMi1xH7YdIGsSZ7RheJBlFsMDGmYXMmiMCthLOhB4lqhKcqORmZyqpJYByEqhMsMAx0Z17OyWXkFwPvA8ENF4RBsENMZ4CDwLgQP8gIHt+rAtH7YbwLZzo4O5cLhWLUk12lpIkPy2NzdD4GmQXEgmk8HDDz+Mb3/72/jwhz+Mu+++mwbJFAqFQnk5oYEyhUKhUI6OTCaD++67DxsbG/jKV75S8venT5/GN77xDSiKgmuvvRbXX3/9ERzlpU/oAp6amso3mk+dOoXZ2Vk4joOenp4iR/PY2Bh0Xb/gQbPnefmhvcbGRvT29kJRlAv6NV5pBEEA27ZLgmbbtsHzfEnQLMvykTa4fT/A2S0bSwUhs2N7SKQ8/M+pJGy7/h8BdY2BqvDY2KoeYioyg+EBDUurZk1BWvG/3R9PY1kSmO8lXGxuE6UDwwDHRzW8dMbINzbThldy6X814jEBHMdgc7v2ALW3S4Kq8GWdz8TDS/QZknh+Ht7GKI/uThlTcxmYFVqdIS1NIjwvqEuvECLwwBVjEaTSLiSJA8+Tpm0id197NRbIeY7B0ICCM9OVQ+LRQRW2U1mhUQ/hfd2gcxD4AK5HQk5F9rGzB8RjDFJpBqLIQpZ4cttyXgX/HFviB9F1DoO9KqbnMkWak64OCam0i2Sq9DFXFRbNcRG6xle9rwsb1xwLjI+WPyFTckwaC03lIEscJJGFwOdOeoAh/n8vgOMEudtN7rNC/cdgHxmWnZnPoLdLxs6ejUzGr3kUsFY62iR86D0duP6aJvA0SC4ik8ngxIkT+Na3voWbbroJd91116v+BC6FQqFQLglooEyhUCiUo2N9fR0PPvggFhcXcfLkyaK/C4IAb3zjG/HjH/8YkUgEb33rW/HUU09BkqSjOdhXKJ7nYW5urmgQcHJyEul0Gq2trUX6jPHxcbS0tNQdaFqWheXlZWxsbKC9vR3d3d0QBOFlukWvHhzHKdFnmKYJhmFKPM2qqh65p3kv6WBxeV+fEYbOm9vl3bCFNDUKYJjyzdiGCIf+bgUzC1kYNTafa4FhSLO4vVWCpnEAAjAMg2zGw/R8BqZV/4+zzXEBQQBs71YPY4f6SdBWOExXDwf1GablY3evdMiwpUlEW4uIMzMGnDoCztZmEY7rH9rsDlFkBiODGhaWK48HEn2GgFiDAEFg4Lg+9vay2NnzYTul7ynlQmUGwNiwBiNTX9hfeJyaSpy7kljQGmZIQOp5pDVsWT50jUcQBBAEBomkA1kCAt+HaRF9RiJVmz7jMKIRDn3dRPNRycXc0SYha3o1n0jhOIb4xxsEiCID3yfhs+0E8IMArhOUdWqT1vB+W/qwYctKDPWrCPwAs4vFYX9nu4RMxsNeheeIIpP3gmiDCJZlYVle1VHAznYJH35vJ976piZw3CtXlfRykM1m8fDDD+Nb3/oWPvShD+Huu++mQTKFQqFQLiY0UKZQKBTK0XLixAk8++yzJYHyf/3Xf+Gee+7Bc889BwC4/fbbcc011+Dmm28+gqN89eH7PtbX10s8zdvb22hoaMDo6GjRIGB3d3dJoPmrX/0Kf/VXfwXTNPE3f/M36OjoOPLQ89WA7/tlPc1BEECW5ZJWM8/zR3q8WdPD1OwufvnCKpZWTRimio2tAKvrVpE6oLVZzDeHAaC5SUR7i4jJGly1YVAoywf0AmFQ6JMQzQovs894MLJEJ0F8wsWjZwwDNEaFIs1ANutha8dGokxTtJDWZhGO42O3TPg3NqTBtLxzHkM8iCgw0HKOZVlmochknIzjGLAMsJdykUi42Niy4NRX6q4pVNZ1DoM9CmYXsjVrTspRycObSnkYHiBh6/jIvp6hcIxNlliIIgOBYxG+vfgB4Lrk8bYsolVIZzy47uG/ovT3yBCFYs/vQTc0QJzHLXERukb0GXaoz0gEcL3Dw83GGI/uDhlnpmtzMbc2i3Dd+pvjAg+Mj+j553e0gUdTowBV4cgJFNPD7p5z6EmQWhgZVOEc0hpvayG3o56vd3AUUJJYXHd1E677rSZwLA2SC8lmszhx4gS++c1v0iCZQqFQKEcJDZQpFAqFcrScPHkSP//5z0sC5QceeADPPPMMvv/97wMAvvCFL8DzPNx7771HcJSXD+GQXuhoDoPmlZUViKKI4eFh6LqOF198EaZp4q677sIHPvCBIw81LweCIIBpmkin00WBs+u6EEWxrKf55dZnJJNJzM/Pw7Zt9Pf3F40uel6A1bOhp5k0mzNZD2e3LMQioTuWAc+zYBjyU2kYFNq2j6xFxrlqDQoPQhQDuTC0jkvtNZVDc5MIXeWIPsMOsJtwiprY7a0SMlmiKWBZYHxYx17CwerZ8q5ahgF0lYOqcVByegGeZ8Cy5O98n9xfthPAtDxksz7SGbdEMVI4HsixDIb6VZyZMXJKBzE3VEc0A+mMh60dC2mjsoeirUWEbZeG47Eoj55OGVNVWrW1358sNIWHXDDGxnEMecwZQJFy97NDFAu7ew6WV82a9Rm1UqhnKMfxMQ2nJ0tHGQ/CMER/Em0g+gzPI43fvaSPTJZBNAI0xzksLHtw68zg63FcSyKDsSENiytmxUZw8cfntDARDgLHwnF9JFO1nYwYHdJgmh4WV2o7URKP8Qh8F7vJmj48T2+XjA+/rxNvfmMcLA2SiygMkj/4wQ/i7rvvRjQaPerDolAoFMrlCw2UKRQKhXK0VAqU/8//+T+YnZ3FN77xDQDAvffei8XFRXzta187gqOkeJ6Hxx9/HF/60pfAcRze8IY3YGNjA3Nzc/B9H/39/UWN5tHRUSiKcqQ+4MuFIAjgOA7S6XS+zWwYBizLAsdxJUHz+T4uQRBgZ2cH8/Pz4DgO/f39iMVidX2OrR0bi8tEnRGGzUsr5jl5fQ8Sjwno6pAuSBhaiCCQFmU8RpQOAk9czSzDwnGDEq1COEpmZEjgeD7je0P9KgCUhKE8z2CwVylq2x6kIcKjOR42VgHT9LGb2NdntLeKME0fe0k33xovp9AQeEDXedKWllgIIgueY+D7VWvjsQAAIABJREFUHrLZLHwf4HkJfsDmx9jShgu/zEMg5sLQ5VUTuwkXHMdgZEDFxLQBgCgdWpoERBsEiAIL3/eRMjxsbtnIHuKIPkg9LuZjoxompg4PlcvR1kJG/ZIpB4oMBIEP0/SQMnzsJQIENeozmhoF8DwqDkCGrvH5pSxSdbq2y5F3eUcFSBILPwAyGdLW72qXYGT8c9KPNEQ4aCqPtQonWQrp61Zw840duOY3aJB8kGw2i5MnT+LkyZP4wAc+gM9+9rMXNUgut3VB9y0oFAqFgiqBMq0ZUSgUCuVIicfjOHXqVP6/M5kMbeMcAaZp4tvf/jYeeughvPGNb8QjjzyCwcHBoo9xHAczMzN5T/PPfvYzTE5OIpvNoqOjo8jRPD4+jlgsRoPmCwjDMBBFEfF4HPF4vOjvXNfNN5kTiQRWV1eRzZJgrZynmeO4il8nCAJsbGxgYWEBqqrmxx3Phea4iOa4iDdcWfyaThturtG8Pwq4uJLF+oZVNpgspL1FRFNcxJlpo6ZgmucAXSNaBUVmIQrV29KZrIeNLRu7ew5GBlXMLpho0HnsJrKQJQ6NMQGyxIJhyb/b2XXOeYQsZGxIhWn5FVu1rhtgbimLkQEVUxV8zcmUi2SqtIIaNlYbIhwaIjwQAE5ufG64n6gNTDvXEjc8WDbRY+yiWp21enioKiyGB1TMLWbzI3IAaWdPzWUwPkICXc8LsL5hY32jdFQuFuXRVEafcVDdMZ5zMVcL2w9yetLAsRENZ2aMQ59vIZ1tEqJRHmemDJzdLD+Cx/MsmuMCIhoLlvXhOOQ+3UsGJX7p7V0HsQYeHa0i1gpuv6ayGOrXMLuQKbrvaoHngYjGQ1WKTwawLAMEIMoYN0Aq7cG0PLQ1S7AdH4rMw7QcXDGmg2XJKODenovNncO96ckUOYnS0yVjqUKzeaBXwc03duJN/08j/Z5wANM0ceLECZw8eRLvf//78dxzz9V94u5CkEwm4TgOUqkUAPJ94BOf+ETRvsU111xD9y0oFAqFkocGyhQKhUI5Ul73utfhkUceyf/38vIyfud3fucIj+jyIpVK4ctf/jK+973v4f3vfz9+/OMfo6mpqezHCoKQD4vf+9735v/c930sLS3lg+bvfe97OH36NJLJJGKxGMbGxopaze3t7dTBfIHheR7RaLTkZMxBT/PW1hYMw4Dv+yWeZkVRsLm5ieXlZTQ2NuK1r30tFEV5WY5X13gcG9VxbLQ4qLYdHytrZknYvLxqorVZQCwqYGPLRspwMdCnQBBYcCzRKgQ+USk4bgDLIqNk6YyXb+XWogsAyFDe8VEN03NZvHCKBHqJpIu+bhkbW1ZZTUGt43qFMAxwbETDXsLFmZnDw1DHCbCwksVwv4rpCsFzOSzbB3K6jef/30Q+IGRZEvjHogIaozyiDTwMw8XWto105twa3xGNw0Cfium5TP6+O4jnBZiazWB8WMs3lcuxl3DLjtfJMou2ZjJS6PmAYXhwXR8ci7r0GaenDIwPa5iaNar+u+5OGbrK4cyMUVF1EuK6uYC85G8YNMYENDZwEMWcPiPjYS/lwk4FaGpkkDWBng4Bi6suXjiVgqayaG0WocgsGR7kWbAcwIA05F0vKH8yIOGW9X7nj4QhIbxl+/ifUyQ8XFmzcOVxveQxC/3SmsbAc0y4HuB5Arb33KKxy1Tag+cFGOhVMFcw4DfUr+LmGztx9f+mJxcPYpomTp48iRMnTuD3f//3jyxIDmlvb8fAwAAWFxcBAM8//zx4nkckEgEADA8P47HHHqP7FhQKhULJQwNlCoVCoVwUDiqWnnnmGVx99dX4jd/4DSQSCWQyGaiqirm5ObzrXe86oqO8/PA8D83NzXj++efPOTxkWRZ9fX3o6+vDDTfckP/zIAiwtbWV9zT/+Mc/xpe//GWsr69DURSMjo7mW81jY2Po7++njuYLDMuy0HW9pGEcepoNw0AqlcLy8jLS6TR4noeqqvB9H5ubm/mwWZKkixIIiQKLgV4VA71q0Z/7foCzW1be07yUC5sXVy6MDgAgCoLOdglnZoyyYejCsomBXgWr6yasA87jVNpDKl2qWhBFBq3NEiI6B4Fn4Tg+kkkbjY0Szm7aODVZOVAth20HWFo1MdSnYGbhcLXDQK8CnmPKtpp9H9jYsrGxVdq2VZUAsQYWsagCjuMOHXxrjPLozrmYX8iFlNUIm8rHRjScnqr9PuBYYLhPxca2jf/7/xWLezmOQVuLgFiDAFFk4PukCb+5bSOTLZ8YT0wbGBvWMDNnlHiQy436nQv7g4ssGJbB/9/enUdHWd/7A38/s2/Z94Qsk3XCEhBEUFDkikWU69raWjzWW6tHu5xa1KqAtL9a7lURlSKKGyoutNVSLSpWxYpYPd6W1ismGQjZF7Kvs888z/P7YzKPmSxkgpAJ8H6dkyOZmSTfSQgm7/nM+wOooddrYTQKSEyUB5dOyhAgweMNICtdQE+vjJ4+Ec7jDPZHE3oAo6vHP+rn/MsKB8pKLfhyyFS03y+PEqL7lX7pxAQtjHoVZASXdjocIgqtJggCcP01mTj37IQTdv7ThcfjwYsvvojnn38e11xzTdSD5KGG/ht/4MABpKamKq+np6ejsrIyGsciIqIpih3KRER00rW2tuKee+7BwYMH8corr8Bms2HWrFnYuXMnZs6ciQMHDmDHjh1ITk7GBRdcgCVLlkT7yHQSybIMh8MBu92OiooKVFRUwG63o76+HiqVCvn5+Up1RklJCQoLCyct0DyTeL1eNDY2oqOjA1lZWcjKyoJarYbP51MmmkMvoZ7m4fUZRqMx6tPmvf1+NDQN9jO3fB02D12udyxDKzQC4vhvUJBnQmOzGz7/xH5MNugFFOVb0NjiRv9AQJkO1g+Gn05XMPyMJEQ06FXISNOHTYMOVZRvCtZkjHH98TLoVUhPDZ5brRLgdvthNGpQfsgRNrEaKbVaQHG+adxQWasJLkRsafOOGWofS3ysBokJX/dLuz0Sunv8SmVKcYEJNfUuBAJAQa4RGGWpnwDAbFHDHKpO0QUXD6pUQrBXe3BC3ucPTsi73OKoCxdDQiH84WoXvD4puCQyUYv6Jo/yuUlO1CLWooJKJcMfCMA5WJ/h9UX+b6FaBdiKLOjoGv3Bg+FmlVomXLURUlJgxg3fycT8s6ZGQDqVeDwe7NixA9u3b8fVV1+Nn//850hImFqB+9BdF9xvQUREg7iUj4iIiKa20NK5w4cPo6KiApWVlbDb7aiqqoLf78e0adOU+ozS0lKUlJQgJiaGQfMEuVwu1NfXo6+vDzk5ORFXkIiiOCJoDvU0G41GJWS2WCzj9jRPBrdHRNPQZYCDYXPzUS8CooycLD1MRg0OVzshTfAn3iKrCbWNwQByPBazCvk5JtQ0uOGIoGs5LlaD5AQtjEPCz66ekd3BBoMK6Sn6sCV0tiIznE4x4uVqZpMKej2gFkQYDWqYzYZgvzQESLIMUQrWKoQCUqdLhMcrKSG8/Uiwi7jysAPJSTrEx2qg06kgS8CAM4DO7vED8mOFyga9gKICCxqb3BFXlkRCpxNgMWkQH6tGfJwOGo0ArSa4UM/nk+HxifB5g+Gw2xO83y6XOOG/J6NJStAiM00P+ygLEY0GFdJTx36gICQ+VoOEeA10WhmyJMHlDqBvQMaAU0bo9z61Cii06tHZLaKrZ2KfO2u2gLpGOeJfBEuLzLj+21mYP4f7D4bzer3YsWMHnnvuOVx11VW4/fbbp1yQHDI0UN62bRs++eQTvPzyywCANWvWwO/3Y+PGjVE+JRERTTIGykRERHTqEkURdXV1Sk9zZWUlDh06BIfDgZSUFKU+I9TTnJKSwqB5mIGBAdTV1cHj8SA3N/eEfY4kSYLb7Q4Lml0uF0RRhF6vDwuazWYztFrtCbg3x08UZRxtCwXN4WHzWNUIoykpNOPIMfp3lRqIWhc8nm9eXWAwqJCapIPFrIZGo4LPK8LtlSAIMswmDXw+CS63BIMh2LerGZyelWUZkgT4Q4sHPaISDke6kC5kWoYBMRY1Dh0JD+Fn2iz4yj76VOtoAfnQ6WAg2OdcUmhG5WAFiMmoQkGeCXWNx640EQTAYlLDZFbDqFdDrwveb/Xg4yOSjGDXsE+CxyvB7ZHgcAbCpstLCs1wu0U0NHtQaDWhocmNgCgjOVGHhLiv6zMmMkE+mpSkYO+zverYk/AGvQpZGXpU1018utygVyEtRYvEeDW8vgBcrgAGnBJ6+2SI0sS+16cXW2A/4jjm35EZJRZc/+1MzCtjkDzc0CD5yiuvxC9+8YspGySHDA2UP/vsM6xduxYffvghAOCGG27AihUrcN1110X5lERENMkYKBMREdHpR5IktLW1KdUZoanmrq4uWCwWFBcXKwsBS0pKkJ2dHfXJ2ckkyzJ6e3tRW1sLQRCQl5eH+PjJWZAlyzK8Xu+IqWa/3w+NRhMWMk9mT/OxdHb70NAUDJiVsLnZExZ+DlVaFFwsN/TH6dQkHVJTdDg0ygTqeI5ZqwBAHgxIfX4ZgYCEpAQdOrp8iItVIxAILlETJcDhCKCjywu358T8KB9Jn/CxQuXRGAwqpCTpEGNWQ6MR4PfL0Ghk6HTqYLAvI9gvPBiKi5KMgF+G1xcMhl0uEU63GFGtyXACgkGywymi6Wj4NHdBrhFNR0f2ZIfExWiQlBiqzxDG7ZdOS9EheXCaW4ygUgUI9i7nZhtRNYH+Zp1WQEmhGU0tnhFL+UILGGMtKqjVMsRAsI6jt1+Gxzv295yt0Iwjo/RLl02PwaprMnHWzNiIz3em8Hq9eOmll/Dss8/iiiuuwC9+8QskJiZG+1gRef7557Fv3z688MILkGUZZ599Nvbv3w+TyYTzzz8fe/bsGdHHT0REpz0GykRERHTmkGUZfX19qKysVJYC2u12NDU1QavVorCwMGwhYEFBAbRabdQDzRNFlmV0dHSgvr4eBoMBeXl5iImJifaxFH6/f9SeZkEQwjqap0pPs8MZGFwIGB42t7Z7YSu0oPKwAxlpesTHaWA/4oQkAXqdAItZA5NBDZ1BBZ1GgFotQKUKBsPBqWEJXu/EAlKlBqLZjd7B4NBiUiMhTovGYeFoaHGaXifA6/XA4QzA6VZhwBHZj/gFeUYAI/uExzLRUDkkPk6D7EwDqutcsOaY0NntQ3ysFnq9CqIoweEU0d7pg/sbTnqHFtP19AVwdMSyua/l5xjR0uaZUC+0QT8YkFuCE+SiJMGoV+PLioEJ920DgEYjoCDPhENHjt0vrdcJKC6woKHZjb7jqAWxmNVITtBCrw/WZ7g9IvocEvoHgvUZ2RkCWjtk+APArFIzbvjONMyewSB5OK/Xi5dffhnPPPPMKRckA6PvuuB+CyIiAgNlIiIiomDQ6na7R/Q0V1dXQ5Ik5ObmKhPNNpsNxcXFMJlMp0zQLEkSWltb0dDQgPj4eOTm5sJoNEb7WBETRREul2tEfQYQ3tNsNpthMpmg0Wiiel6fX0LzUQ9aOzxobfehpdWL+iY3jtS6IupLngiLSYX8PDNq6kd/3xazGnExGjS3jh2UhoQWwFnMGqhVgMcno6/fh/ZOP2Q5uKTO55PD+pkjNctmwcEIQ+XkRC3SU/Vh09wqVXAytuLwyCA1Pk6DpAQdTIbgAwwur4TuUfqlh5voYjoAyMs2oq3DO+EQe1qGAZbBWhBZ/no6OHwBo4jOLi8c49RnaNQCisbolzYaBBRazePWgkyUQR98IMRiUSM+RgNBJSM5QcbMYhUyUrzweDwQBGHU78cz6dkfIT6fDy+//DKefvppXH755Vi9evUpFSQTERGNg4EyERER0bEEAgFUV1eH9TRXVVXB5XIhIyND6WkOdTUnJiZOmaA5EAigubkZLS0tSElJQU5ODnQ6XbSPdcKEHggYPtU8vKc59BLt+y5JMto6fWhsdqOh2aP8t6F54uFfXIwaOdOMOFLrGjfcjLGoEWPWoOUY07djEQBMLzHD65Wh1QrBKVtRQv+AiPYuL3xjVECMZrxQOS1Fi+REPQ4dGb1P+Fih8miMofoMiwYqlQC/X0RvXwA9fT4U5VvQ2u5FZ/folRTHkjvNgI4uX0Td2jlZBhgNahyqjuzMwPD6DMDjkdDT5w876/DPhcmoQqF17AcWQgQh+CCD2aiGVitDknzQadUwmQxQq9SQZBmBgAyfP9gv7XKLcDhFBAJffz3Onh2L67+dhenF4TUHY/WmS5IEnU434vvxdHr2R4jP58Mrr7yCp59+GitXrsTq1auRlJQU7WMRERGdaAyUiYiIzlQulwubNm1Ce3s7tmzZMuptrrnmGuzatQsA8NVXX2HGjBmTecQpTZIkNDc3Kz3NdrsdlZWV6OvrQ1xcHEpKSsKmmjMyMiatosHn86GxsRHt7e3IyMjAtGnToj61O5lkWYbP5xsRNPt8PqWneeiLwWCIerDV2+9HQ9PX/cyNLcGwuaPLF1Z3kZyoRcbg9O5EKhPMJkCnBXr6Iru9SgWUFlnQ1eNDa/vo07uCMFifEa+FwaCCLAEuj4iOLt+YAflooXLmsFqQ8c41kVB5qFCfcE9fALExakji8fdL52QZ0N3jG3OaOC/bCK1GQFVt5H3H49HrggF5bEywPiMQkKDTyFBr1HB5xu+XdrqCixePp18aABbMjcOqazJhK5xYX+5Y349+vx9qtRomk2nE92O062wmKhQkP/XUU1i5ciXuuOMOBslERHQ6Y6BMRER0qpIGkxdBEI4rDGttbcUTTzyBhoYGvPDCCyOur62txd69e7Fy5UqoVCqkpqZ+0yOfEWRZRldX14iFgEePHoXBYAibaC4pKYHVaj1hYa/b7UZ9fT16e3uRnZ09qSH2qSIQCIwItkJP1x8ebJlMpqh//tweEY0tHjQ2e9DV48PhaifqGt1oafWOOsV7LPGxGugNKrSNERADgEYD2AqPf3o3xGJWIzlRB4tZDZUAeLwSevoC6OzyYeZgqJydZYDJqMbhaueEQk6VANiKLag4FFmFhtEgoCjfjPpGD/oGgjUYMRY14mK0I5bvJQzWZxgNKkAAXG4R3T3+EQvtACA704CePh8czq9D5YJcIyBE3i8NDE4Nm9QwmdUw6tXQ61TQaASoB//qSYNLF/2+r6eGQx//SJ0bBXlGtLb7kBCvgV4XDPYdLhGd3d6wsx2vc8+Ox6prMlGcb/7G72u4QCAwos7G7Q5WqkzFOpvhfD4fXn31VTz11FO47LLLsHr1aiQnJ0f7WERERCcbA2UiIqIz2dDt7cPdfvvt8Pl8uOWWWzBnzpzJP9xpRpZlOJ1O2O12JWiurKxEXV0dVCoVrFZrWHVGUVER9Hp9RA8WHDhwAIFAAIIgIDc3F6mpqVGfuD3VSJI0ak+zLMswGAwjppqjHWyJooyWtsFFgE1uJXRubHEfs4ohIU4DrVY1ojNYrxNQUmBGQ4tHWep3vFSqr2sVDAY1dFoVNFoBakGAoApWUXg8EiRJhj8go38ggPZOL/wT+LCRhMpmkwoF4/RLJ8SOXFo4GpMxOB1sHuyX9vkl9PYFoNMK6O0PIC1FD1GU0dzqgcWkgcmohkGvglZ7YpYuhsTGqJE7zYiqWhc8Q6pOZpVacLBy5OciNkaDuBgBKsEHrUYDWdChrz8w7oMFggCcd3Y8rv92FgryTJEd7gSSJAkej2fE92MgEBi1PkOn003qv3k+nw87d+7Etm3bcOmll+KOO+5gkExERGcSBspERESnmo6ODrz22ms4cOAANBoNZs2ahYULF6K0tBRm88QmyF544QV89NFHowbKmzdvxr59+7Bnzx5s374d11133Qm6BzSULMvw+/2oqqoKm2iuqqqCz+dDVlZWWNBcUlKC2NhYCIKADz74ABs3boTP58Njjz2GsrIyBsknmCzLI4Itp9M5ZYKtoefs7OxEXV0dvH4DBE0qOroQrNAYDJu7e4MhYmK8Fmq1gI4unxK61ja4Rq2pCC1jMxi+Dkg16uCzImRZhiiGB6ROlwi3Z/SAtCDPBFmWUVM/cqmfSgCSEnVIiNPAoFdDkuRxp2xVQrCWo/xweJAaY1bDmhvslx6v59hiUiMhQYvG5vFD5dHYCs0QJRkajQCdRoVAQMaAw4+Obl/E9RmRiI/TIDvTgMPVLnh9o9+nsukWfFkR2dS2TicgNUmPmBg1tGoV/AEJ/QMBdHT5sGBucCI5P3fyg+TxhP69HK3ORqVSjXiWgdFoPKHPMvD7/di5cyeefPJJrFixAnfccQdSUlJO2PsnIiI6RTBQJiIiOlWIoogdO3bgtttug1arxfz58+HxeNDY2Ai3243p06fjpz/9Ka699tqI3+exAuWQt956Cz/4wQ/Q0NAw4cCavhlRFFFfX68sBAz1NLe0tEAURaSlpWHZsmVYsmQJSkpKkJqaGvWKhjPJaL2wXq8XarV6RNBsNBpPStAsyzLa2tpQX1+PmJgY5OXlwWQaPQh0OANoHFwC2NntQ3ePH739AfQ7AhDF8ZexHa/iAhN8Phl1jSOD5EiEL6kT4PaI6On1o6vHHzapHB+rQXaWAVU1Lni8kVc9mE1qJCVo0TCBUNlWaILTJaGxZey3SYjXIilBC6M++D3p8ojo6g5+ziOVEK/BtAwDDh2JrDN7rEnl8agE4PyFiVh1TSbyso0TfvupQBTFUeszTsSzDEJB8rZt27B8+XLceeedDJKJiOhMxkCZiIjoVPHGG2/g6quvxrJly/DEE0/AZDJBkiS0t7fj3XffxYsvvojLL78cGzduxND/jx8rxIokUAaAq6++GmvXrsW8efNO1N2hCQoEAvjjH/+IzZs3Y86cObjxxhvh8XhQXl6uTDV3dHTAYrGM6GnOycmBWq2O9l04YxyrF3a0nubj+dpIkoTW1lY0NDQgISEBubm5MBgMx3Ven19C89FgfUZjc3AZYEOzG00tngkt/hvOVmiGwyWi6Rih60RZzCqYTcGuYZNJA7NJBbVKgCjLcLkkdPf60N7hgzjB6mCTUY3kJC0amsY+qwDAVmRG/0AAza3e474PZpMayYlaWMwaqFSAzy+jp8+Hjk6/MtmdnKhFeqoe9iPOCYf6RVY1qmpHX4o4nEoAlpyXiFVXZyJn2qkZJI9nrGcZiKIIrVYLSZLw/vvvo7S0FGVlZbBarcoDc0MnkpcvX4677rqLQTIREdExAuWpte2AiIjoDOfxePDnP/8ZGo0Gt912GwoLC5Xrpk2bhrlz5+Luu+9GW1sbgNFDZFEUIcsyVCrVhKdYCwoKkJOT883uBB0Xt9uN559/Hk8//TQuueQSvPHGG8jIyFCuX7p0qfJnWZbR39+vTDR/9tln2L59OxobG6HValFQUACbzaYEzoWFhdBqtazJOME0Gg1iY2MRGxsbdrkkSXC73Uqg1dnZCafTCUmSRp2g1Gq1I963KIpoaWlBU1MTUlJSMHfuXOh0um90Xp1WBWuOCdac8MlmSZLR1ukLhsxNHqU+o6HZPWo9BhDs3i0ttqCn1w/7EeeYH1OrASwWDUwGNQwGFbSa4CI6lSpYpRHsGpbh80lwe0S43CKcThEOpzRYgeFHcpIO6SrdiNBVrRaQlqJFfJwWOq0KkiRhwCmio9MHt2f0pNnlFtHZJSNvmgF1w0Ll0H3q7vGjsmrs+xQpSZLhdEuQZT/0OjW0WgFpyXpkpBqg1wmQZcDvD06Lp6fq0dHphdcXeahcVSuOO6msUgH/sSgJ112dgezM0zNIDhEEAUajEUajcUTPsc/nQ3t7O8xmM9577z088cQTaG9vh0ajQVJSEqqrq3HOOedgy5YtWLBgAfR6fZTuBRER0amBE8pERERTzMUXX4y9e/di9+7duOyyy5TLQ8vY1Go1ZFmGIAhoa2vDRx99hIULFyInJ2fMwHD4Ur69e/di8eLFAIDKykrMmTMHLpcLmzZtwn333XfS7yOFe+211/Db3/4W3//+93HrrbciLi7uuN5PaELv8OHDYQsBa2pqIIoicnJyUFJSguLiYpSWlqK4uBhms5lB8ySRZRler1cJmh0Oh9LTrNVqlcoMl8uFnp4eZGRkIDs7e9TAebL09PmV+ozQf9WqUAgsQ6UGBATD4YAow++X4fFJcA9WaYzVAxyJtFQdkuJ1OFTthChO7NeShDgNEhN0MBkHayjcIrp7/OgZXERoNKiQlqJHXWPw/tiKLejo9I1YYggce/kgBEASg/fd55PgHqwRcTpFBEY5c1qKFsmJwYlkUZRRkGdCU4sbXp8MQQj2XifGa2EwqAAZcLgC6Oj0wuEa+/7Psllw0B4eKqvVAi5aHAySs9KPb6L9dOb3+/GHP/wB27ZtwznnnIP58+fj6NGjYb322dnZsNlsKC0thc1mg81mQ0JCQrSPTkRENJlYeUFERHSqWL9+PR555BEAwA9+8ANce+21WLJkSdhtJEmCSqXC888/j5tuugnXXnst5s6di507dwIAlixZgp/85CcoKipCa2sr7rnnHhw8eBAvv/wySktLMWvWLOzcuRPx8fFYtGgR5s6di8WLF+PHP/4xjMbTe4ptKmpubkZSUtJxVxlEIhAIoKamRplqrqysRFVVFZxOJ9LT08PqM2w2G5KSkhg0TyKXy4Xa2lp0dXXBZDJBpVIpPc0newHZ8XB7RGWKubHZo4TNLa3eUYPUichK1yM2RoNDR5yQTvBvI4nxGqSn6mE2qYO/6QgyBEEFr1eEJGPU5YMud2S1EseSkapDQrwO9iMOSMMy9vwcI1raPPB4x76zZpMaKUk6mE1qqFUCPF4Rvf3B5XqyDMy0WVBud0ClFrDsgiR8/6oMZKQxSB7O7/fjj3/8I5544glcdNFFuOuuu5CWljbidpIkobm5Wemzt9vtsNvt6OnpwezZs8etjyIiIjpNMFAmIiI6lWzduhWPPPIIamtrkZGRgauuugrXX389Fi5cCODrQHnVqlV4/fXXYTQasWD/DVgHAAAgAElEQVTBAixcuBDV1dXYuXMnLr74Yrz00ksjeiDr6+vR1NSE9PR0FBQUjHsWUQyGKSqVigHjaUiSJBw9ehTl5eVhCwF7e3sRGxurTDSHJvQyMzOjHmaeTrxeLxoaGtDV1YVp06aN+PyGFpCFppmH9jQbjcYR9RnR7tAWRRktbcGe5oamYHVGY7MHjS1uuNzHnlbOydLDaNTgcLUTx/4VJVhPEZoaNhrU0OlV0KoFCGoBggxI8sjlg06XCL9fhlYD2IosaD7qhcsjIiNVj8YWD1KSdIiL0UCnUyEQCNZntHdMrIZiuMw0PeJixw/H87KNaO/0jvs5Gk6rFZCSpENCnBbzymKx7IJkpKeyrmG4QCCAP/zhD9i6dSsuuugi/PKXvxw1SI6Ex+M5qQ/+ERERTSEMlImIiE41fr8f7777Lp566im88847KCoqwq5duzBjxgwAwV+QU1NT4fV6sX37dnz3u9+FKIpwOBxYv349tmzZgr/+9a+4+OKLAQAOhwP33XcfPvjgA/T396OtrQ2JiYm46aabsH79+pP2tHpRFHH33Xfj6NGjePjhh8N6gWnqkmUZ3d3dyjRzKGxuaWmBXq8fsRDQarVCo9HwQYcIud1u1NfXo6+vDzk5OUhLS5tQUD+8p9npdMLlckEURej1+hFB8zftXz4ROrt9aGj6ehlgKGyOjVEjNkaLnh4/dAYVdBoBGrUAYbBnWZRkBPwyvL7wqeHxQufh9DoBJQVmNDR70NsfUC436FXITNejpt494m1Gq6FwukV0dvvQPzD25HJWhh4xZg0ORRCOh2SkqtHTG4DHF/n3kFYjYPnSZHzvygykJjNIHi605HTr1q1YunQp7r777uMOkomIiM5ADJSJiIhOBZIkKYFc6L/Nzc144IEHsHXrVnz/+9/Hyy+/DFmW8dZbb+GKK67Avffeiw0bNihTywDwj3/8AwsXLsR///d/4+6778bAwAC+9a1v4eDBg7j11ltx3nnnQafTYc+ePXjuueewfv16rFmzJuwsoihi9+7dKC8vR0pKCubPn48ZM2YcM5gKLtmSlD9rNBqUl5fjsssuw5w5c/DCCy8gPj7+ZHzqaJLIsgyn04lDhw4pYbPdbkdtbS0AwGq1hk00FxUVwWAwMGge5HQ6UVdXB6fTiby8PKSkpJzQz83wnubQi9/vh0ajGRE0T4WvjcMZUCozhobNre3eEfUQx8NoEFCUb0Ftg2vMJYN6nQrTMvWorhsZKo/FYlIjOUkHs1kNlSDA6xMRCMjQagUcrnZNOPAGgGmZevT2B+AY45whWq2AFf+Rgu9ekYGUpOg/WDDVBAIBvPbaa9i6dSsuvPBC/PKXv0R6enq0j0VERHSqGfOHRM1knoKIiIhG19PTg9jY2BFPV/f7/cjKysKKFSuwdetWJfjp7OzE66+/jry8PNxyyy0AEBYK9fb2QpZlJCYmwu/347bbbsOhQ4fwv//7v5g+fbpyu2XLlqG5uRlPPvkk7r33XuV9fPrpp7jxxhvR09OD3NxctLa2wuv14pprrsGWLVvGnGYOLQ0cav/+/WhoaMDWrVsZJp8GBEGAxWLBvHnzMG/ePOVyWZbh9/tx5MgRZaL5/fffR1VVFbxeLzIzM8Mmmm02G+Li4qIeZk6WgYEB1NbWwufzIS8v76R1VAuCAIPBAIPBgKSkpLDr/H6/EjB3d3ejsbERXq8XgiCM6GkO9ThPBotZg9JiC0qLLWGX+/wSmo8G6zMah4TNzUe9ES37M5tUKMg1o6behS8rBo55W69PQmOLB4V5Jhypc0V0bodLhMMVDKDzphmg06lQU++GVisgMy3YA63VCvAHZPQPBNDR6YPPf+yUuanFi6x0PVQCRp2A1mkFXLosBd+9PANJiQyShwsEAnj99dfx+OOPY8mSJXjnnXcYJBMREZ0EDJSJiIimgN///vfYv38/brjhBixcuBCxsbFQqVTQarUYGBjA9u3bAQDnnXceAMBut2Pv3r1YvHgxcnNzw96X3+/HBx98gNjYWJxzzjn4/PPP8eqrr0Kn0+FXv/oVcnJyMG/ePJSVlWHatGmYPXs2Pv30U/T39yMuLg7vv/8+LrvsMixevBjbt29HQkKC8kv6//zP/yApKQkbNmwI+5iyLKOqqgrPP/88GhoaMHPmTFx99dUoKSnB7t27kZ6ejsWLF0/OJ5OiQhAE6HQ6TJ8+HdOnT8c111yjXCdJEhoaGlBRUYGKigq8+uqrsNvtGBgYQGJi4oie5tTU1NOmp7mvrw+1tbWQJAlWqxUJCQlRO4tWq0V8fPyIB3ZCPc1OpxMOhwNtbW1wuYKhqtFoHBE2azST8yuETquCNccEa44p7HJJktHW6QuGzE3BfuZQ2DzgEGGxqJGfY8KRWie+rDx2kDyUzyejocWNQqsJR2ojC5WtOUao1ULY7f1+Gc2tXjS3esNuqxKA5EQtTEYJAgLQ6XTwBzTo7PGFTSQ3t3qRkaaHShCUag69XoXLlqXg2sszkBh/cuqJTmWBQAB/+tOfsGXLFlxwwQV4++23Wa9ERER0EjFQJiIimgJiY2Px+eef45NPPsHSpUsxb948xMfHo6qqCm+//Ta++OIL3HTTTbj00ksBBKd+W1pakJOTo7wPSZKgVqvx4Ycf4umnn8aKFSswe/ZsrF69GgaDAT/84Q/R2dmJvXv34oUXXkBvby90Oh28Xi/KysoQExODgwcP4ic/+QnOPvtsvPfee2HB0ezZs/Gvf/0Lu3fvxoYNGyCKItRqNTweD5566inceeedyMjIQHFxMQ4cOIDPP/8cDz74IPbu3YvrrrsOcXFxk/55palBpVIhLy8PeXl5yt9hIPhAREdHhxI0v/POO3jkkUfQ0dEBk8k0oqc5Nzc36kvnIiHLMnp6elBbWwuNRoP8/HzExsZG+1hjUqvViImJQUxMTNjlsiyH9TT39PTA6XQqPc1Dg2aLxQKtVjspE+cqlYCMVD0yUvU456zw63r6/Ghq8aC+yY2CXJNSn9HR5YuogsLnk9HQ5EaR1YSqY4TKBblGyMCovctjkWSgs9s/+JoAwD/4AsRY1EhJ1MFkUkMQAI9XgsWshsGgwuIFifjOf6YjIY5B8nBDg+Tzzz+fQTIREdEkYYcyERHRFOByufDll1/izTffxN/+9jd89dVXUKvVSEpKQnFxMS688EL87Gc/g9lsBgCcffbZsNvtKC4uxjPPPIOzzjoLKpUKTU1N+M///E+0tbVh165dWLhwIc4991zIsoxXX30VeXl56OnpgcPhQGdnJ5qamlBeXo6ZM2fi8ssvx69//Wv85je/gUqlQkpKCrKysjBr1iycddZZKCoqwuOPP46uri7s3bsXZrMZgUAAGzduxNq1a3Hbbbdh/fr1AICamhrcf//9+Oqrr+B0OrFt2zZ85zvfgSzLZ0zFAR0/WZYxMDCgVGeEeprr6+uVgLa0tFQJmgsKCqDT6aL+d0uWZXR2dqKurg5GoxF5eXmwWCzjv+EpRpZl+Hy+ET3NPp9P6WkOhc0Wi2VK9DS7PSIaWwb7mZs9SmdzS6sXAXHkrzxarQBrthGHa8JD5YI8E2RJRk1D5EHyUBazCmaTGka9Gjq9ChqNCmpVcMJflmQERFmpxVi8IAH/eXEKYmMYJA8niiL+9Kc/4Xe/+x0WL16Me+65B5mZmdE+FhER0emGS/mIiIhONR0dHejp6UFSUlJYF+qhQ4cwc+ZM3H777di/fz8sFgvOP/98dHR04A9/+AO0Wi1efPFFLF26FBqNBrNnz0ZzczPq6upGDbcCgQDUajUEQcB5550Hp9OJO++8E/39/fjyyy9x6NAh1NTUKNOJt956Kx555BEYDAa89tpruOmmm3DVVVdh27ZtMBqNyvvdtWsXvv3tb+Nb3/oWnn32WUybNm1SPm9T1fr16/H4448jJycHO3bsQFlZWdj1+/fvx549e+D3+7Fq1SrMmTMnSiedukIL5w4fPqwEzZWVlaipqUEgEEB2drZSnxEKnM1m80kPM2VZRltbG+rr6xETE4O8vDyYTKbx3/A0FAgERgTNHo9H6Wk2mUywWCyT3tM8FlGU0dIW7GluaBoMm1uCNRo+v4z8XCMOV7tQlG+C3y+jrjEYJGvUgMWigckQnCLWaVXQaASoVAIgA35RhNPpgccjQpY18PgAp0scd8mgyajGFZek4prL0hEbwyeTDieKInbt2oXf/e53WLRoEYNkIiKik4tL+YiIiKY6SZKUCd7QhHBKSgoAKPUSgUAAb775JrRaLW688UasWrUKv/rVr7Bt2zYkJibi+uuvxw9/+EPMmjVLeb9XXnkl7r//ftx22224/fbbkZubq0wRCoIAjUajLFSrqanBokWLcMUVVyA2NhZerxc+nw8OhwO9vb2or69HaWkpDAYDAOCll16C0WjET3/6UxiNRoiiCFmWodFo4HQ6AQCLFi0648PkTz/9FLNmzcLRo0dxzz334Ic//CH++c9/Ktc7nU7cdddd+Pvf/w5RFHHJJZfgww8/jOKJp6bQwrmysrIRgXwgEEBtba0y1fzss8+iqqoKDocDaWlpYfUZNpsNycnJ3zholiQJra2taGhoQEJCAmbPnq18b5ypNBoN4uLiRlTcSJKk9DQ7nU60t7fD5XJBlmUYDIawjubJ7GlWqwVkZxqRnWnEovnh/dYdXT40tbjR0eVDa7sXR9u9UKsFNLd64PFI6O0LoLcvMM5HEACMXK43nNmkxlUr0nDVpWmIsfBXtOFEUcSf//xnbN68Geeddx7+8pe/ICsrK9rHwrx58/Cvf/0LBoMBTU1NIxZhEhERna44oUxERHQKCAXNjY2N+N73vgeXy4V///vfYbfx+4NdnFqtFpIkKZN/Xq8X/+///T888cQTyMzMREFBAWJjY9Hd3Y36+npUVFQoHyPUyRzqfj0Wh8OBgoICXHjhhXjmmWeUjthQ+P2zn/0Mzz33HP72t79hwYIFZ3TdRV1dHfLy8gAAPT09yMzMhNv99VPmf//73+Ptt9/GSy+9BABYvnw51q9fj0WLFkXjuKeVUOgb6mmuqKiA3W5Hd3c3YmNjRywEzMrKGndq1ul04oUXXsCcOXOQlpaGnJwc6HS6SbpHpxdZluHxeEZMNQcCwaV1w4PmqVBt4nAGlCWAoeqM+iY32joi62keKsasxlWXBoNks4lB8nCiKOKNN97A5s2bsXDhQtx7771TIkgGgH379sHpdGLu3LnQarUMk4mI6HTECWUiIqJTWWjh3j/+8Q/Y7Xb89Kc/BRAMizUaDVQqFbTaYM+mLMthgZher8e6deuwfPlyfPzxx/j3v/+Nnp4eWK1W/OhHP1JuJ4oifvazn2HNmjVYvnw5fvGLX8BqtUKSJCUknjlzphLmuN1udHR0ID4+XgmTQ+fs6enB66+/jvnz52P69OkAEPUQKJpCYTIQDOLnz58fdv2BAweQmpqqvJ6eno7KykoGyieASqVCZmYmMjMzsWzZMuXy0OK8UHXGvn378NRTT6G5uRk6nQ5FRUVhCwHz8/PhcDjw2GOPYdeuXVi5ciVuvPFGpdecjo8gCDAajTAajUhOTg67bmhPc0dHB+rq6uD1eqFWq0cEzUajcdL+jbGYNZhebMH0Ygvcbjdqa2vhcHiRlZULb8CCxhZvsD5jsLO5qcWj9CKHxFjUuOaydFxxSRrMpqm/aHKyDQ2SFyxYgDfeeGPKPdNly5YtyjMfCgoKon0cIiKiScVAmYiI6BQQCkree+89uFwuLFmyBEBwGnn4NOVooYrJZMKSJUuUtxuNRqPBnXfeCY1Gg8ceewzXX389EhMTkZKSgv7+fmRkZODDDz9UwmVRFCEIAr766ivlfYTO8uMf/xjt7e244447EBMT843v/+lk165dWLt2bdhlfX19ynQ4EPy6tre3T/bRziiCICAxMRGLFy/G4sWLlctlWYbL5cKhQ4dQUVGBgwcP4pVXXsE///lPiKKI2bNn48orr8TMmTNx5MgRFBUVTWqYeSbR6XTQ6XRISAivoggEAkp9Rl9fH1paWpSJ/9AywNCLyWSCWn3iA1uXy4Xa2lo4nU5YrVaUlpYqfwfyc8MfZJAkGW0d3mDA3OSBoAJW/EcKTEYGycOJooi//OUveOyxx3DOOedMySAZCJ6zrKwM+/fvx+OPP44333wTS5cujfaxiIiIJg0DZSIiolNAKKjdtm0bNmzYoIS0E1loFepoBqD0NI/2cVavXo0f/ehHOHjwIA4ePIiuri5kZWXhggsuUN4WACwWC2655RY8/fTTuPnmm3HttdeipqYG7777Lt58800UFBTg4osv/kb3+3TT3d2Nzs5OLF++POzyxMREeDwe5XWXyzWig5YmhyAIMJvNmDt3LrKysvDVV1+hqakJv/71r7Fq1So0NjYqPc179+5FVVUVPB4PMjIywiaabTYb4uPjGTSfBBqNBrGxscozI0IkSYLb7Vammjs7O+FyuSCK4qg9zaFndUyE0+lEXV0dXC4XrFYrkpKSxv0aq1QCMtIMyEgz4JyzJvwhzwhDg+T58+dj165dyM7OjvaxxqRWq7F+/XoAwJNPPombb74ZR44cifKpiIiIJg87lImIiOi4VVdX495778Xbb78NrVaLs88+Gz6fD5988gkuvfRSvPXWW9E+4pQhSRI2bNiAu+66a8Titp07d+L999/H9u3bAQAXXHABHnzwQZx77rnROOoZr6GhARs3bsRnn32G22+/Hd/73veO2SkuSZISNJeXl8Nut6OyshIDAwNISEgY0dOclpY2oQeD6JuRZRler3dET7Pf74dWqx0RNOv1+hEhsdPpRG1tLTweD6xWKxITE/lgwQkgiiJ2796NRx99FGeffTbWrFkzpYPkscybNw/vvfcee5SJiOh0M+YPOwyUiYiIaFSyLEOSJADByeXh4cnQJXuiKKK6uhoajQYDAwN4+OGHcfHFF+OGG25QKjLOdJs2bcKqVauQnp6Orq4u1NbWoqOjA5dccglcLhcuvPBCfP755/D7/Vi6dCk++eQTho5R8PDDD+NPf/oT7rrrLlx55ZXf6GsgyzI6OztRXl6OyspK5aWtrQ0mk0npXw295OXl8Xtlkvn9/hFBs8fjgVqthslkglarRX9/P2RZRkFBAYPkE0SSJOzevRuPPPII5s2bhzVr1oTV/pxq/uu//gvPPfcc/80mIqLTDQNlIiIiOvGGVmjQ2B544AGsX78eOp0OQHCZYl1dHc4991x88cUXSExMxJ49e7Bv3z5oNBpcd911mDFjRpRPfWbq6uo66aGhLMsYGBiA3W5XlgLa7XbU19dDrVYrnbyhoLmwsBA6nY7fZ5Oot7cX1dXV8Pl8iImJgSRJcLlcAACj0ThiqpkPBETmdAmS+/v70dzcjNLSUnR0dOCll17C6tWro30sIiKiE42BMhEREU0OSZIgSdIxKwKIaCRZluHz+XD48GElaK6srER1dTUCgQCmTZum1GeEAmeLxcKg+QTq7+9HbW0tRFFEfn4+4uPjw64f2tMcWgzodDohiiL0ev2IoDn0INKZTpIkvPXWW3jkkUcwd+5c3HvvvcjNzY32sY7bgQMHsHLlSixbtgyLFi3CzTffzAcViIjodMRAmYiIiIjoVCWKIurq6pSe5srKShw+fBgOhwOpqalh9Rk2mw0pKSkMmiegr68PtbW1kGUZ+fn5E16KObynORQ2+3w+aDSaEUGzwWA4I74+kiTh7bffxqZNm3DWWWdhzZo1p3SQTEREdIZhoExEREREdLqRJAltbW2oqKgIm2ru6upCTExM2ELAkpISZGdns+d1iN7eXtTW1kIQBOTn5yM2NvaEf4yhPc0ulwsOhwNerxeCIMBkMoUFzSaT6bT4+kiShHfeeQebNm3C7NmzsWbNGuTl5UX7WERERDQxDJSJiIiIiM4Usiyjt7c3LGS22+1oamqCTqdDQUGBEjKXlJSgoKAAGo3mjJiaBYJBck1NDdRqNfLz8xETEzPpZxBFMaw2w+l0wu12Q5ZlGAyGEVPNp0KN0NAguaysDGvWrIHVao32sYiIiOj4MFAmIiIiIjrTybIMt9uNQ4cOhS0ErK2thSRJyM3NVSaabTYbiouLYTQaT5ugubu7G7W1tdBqtbBarVEJkscT+hoNDZpdLhcCgQB0Ot2oPc3R/vpIkoQ9e/bg4YcfxsyZM7F27Vrk5+dH9UxERET0jTFQJiIiIiKisQUCAVRXVyv1GXa7HYcPH4bH40F6eroyzRzqaU5ISIh6kBkJWZbR09ODmpoa6PV6WK1WWCyWaB9rwkJLG4cGzUN7mofXZ0zGAwGSJOHdd9/Fww8/jBkzZmDNmjUoKCg4qR+TiIiIJg0DZSIiIiIimjhJktDU1ITKysqwCo2+vj4kJCSE9TTbbDakp6dPiR5gWZaViWSDwQCr1Qqz2RztY50UgUBgRNDs8XggCAKMRiPMZjMsFssJ62mWJAl//etfsXHjRkyfPh1r165lkExERHT6YaBMRERERAQA69evx+OPP46cnBzs2LEDZWVlI24zb948/Otf/4LBYEBTUxOSkpKicNKpTZZldHV1oby8PKyn+ejRozAajSguLg6bas7Ly5uUHmBZltHZ2Ym6ujqYTCZYrVaYTKaT/nGnIkmSRvQ0u1wuSJIEg8GghMyhoFmr1Y77/t577z1s3LgRNpsNa9euRWFh4STdGyIiIppkDJSJiIiIiD799FM0Nzfj8ssvxz333IP9+/fjn//8Z9ht9u3bB6fTiblz50Kr1TJMniBZluFwOGC328N6muvr6yEIAqxWK0pKSlBaWoqSkhIUFhZCr9d/43qGUJBcW1sLi8UCq9UKo9F4gu7V6UWWZXg8nhFTzZ9++ilef/11FBYWoqSkBDNmzMCsWbMwbdo0fPDBB9i4cSNKSkqwbt06BslERESnPwbKRERERER1dXXIy8sDAPT09CAzMxNutzvsNt/+9rdRXFyMm266iU/jP4FkWYbf78fhw4fDguYjR47A5/Nh2rRpSn1GKGyOiYkZN2gWRRGvvfYacnNzER8fj7y8PAbJ30Brayv+7//+D+Xl5cqDAq2trQgEAjj//POxYMEClJaWorS0FFarFWq1OtpHJiIiopODgTIRERER0VCNjY1YtWoVPv74Y+UyURSxYcMG7N+/H59//jnefPNNLF26NIqnPDOIooj6+vqwnma73Q6Hw4Hk5GTYbDalp7mkpAQpKSmQZRk7duzAli1bMHv2bDz00ENISUmJ9l05LUiShA8++AAPPfQQioqKsG7dOmRlZeHQoUNKvUllZSVqa2sBAAUFBUrIXFpaiuLiYob6REREpz4GykREREREQ23evBk2mw3Lly8f9fonn3wSmzZtwpEjRyb5ZBQiSRLa29tRUVERthAwNNVcXFyMCy64APPmzUNJSQmys7M5MfsNSJKEvXv34qGHHkJBQQHWrVuH4uLiY75NIBBATU1NWNCcnJyMTZs2TdKpiYiI6CRhoExEREREFNLd3Y1HH30U999//zFvN2/ePLz33nvsUZ4CAoEAfv/73+PRRx/FhRdeiFtuuQXd3d1hE81NTU3QarXIz89XpplLSkpQUFAArVb7jXuaT1eSJOHDDz/EQw89BKvVinXr1qGkpCTaxyIiIqLoGvMHp5O/ZpmIiIiIaAqRJAlbt27F2rVrx71tWVkZEhISJuFUNBa/349XXnkFmzdvxre+9S3s2bMHqampyvXnnnuu8mdZluF2u8N6mv/85z+jpqYGkiQhJycHxcXFylLA4uJimEymMzZoHh4kP/fccwySiYiIaFwMlImIiIjojPLoo4/i5ptvhsFgQFdXF2pra9HR0YFLLrkEAwMDaG5uRmlpKTo6OjBr1iyoVKpoH/mM9dFHH+H222/HZZddhvfffx/JycnHvL0gCDCZTJgzZw7mzJkTdt3Qaoby8nLs27cPVVVVcLvdSE9PV4LmkpIS2Gw2JCYmnrZBsyRJ+Nvf/oaHHnoIeXl5ePbZZ2Gz2aJ9LCIiIjpFsPKCiIiIiM4YDzzwANavXw+dTgcA8Hq9qKurw7nnnosvvvgCtbW1WLlyJZYtW4ZFixbh5ptvZidvFB09ehR6vR6JiYkn7WNIkoSWlhalp9lut6OiogK9vb2Ij49HSUmJshDQZrMhIyPjlH2QQZIkfPTRR3jwwQeRm5uLdevWMUgmIiKisbBDmYiIiIiIKFKyLKO7uxvl5eXKsjm73a6E3EMnmktKSmC1WqFWq6fkVLMkSdi3bx8efPBBZGdnY926dSgtLY32sYiIiGhqY6BMRERERET0TcmyDKfTqUwyh4Lmuro6CIIAq9UaNtFcVFQEvV4flaBZkiR8/PHHePDBB5GVlYX77ruPQTIRERFFioEyERERERHRySLLMvx+P44cOaL0NNvtdhw5cgRerxdZWVlhE802mw2xsbEnJWiWZRkff/wxHnjgAWRmZuK+++7D9OnTT/jHISIiotMaA2UiIiIiIqJoEEURDQ0NqKysVHqaKysrMTAwgOTk5LCe5pKSEqSmph5XT/PwIHndunWYPn161Go49u/fjz179sDv92PVqlUjFiUSERHRlMZAmYiIiIiIaCqRZRnt7e3KQsBQfUZ7ezvMZnPYRHNJSQlycnJGXRIpyzL279+PBx54AOnp6cpEcjT7nJ1OJy666CL8/e9/hyiKuOSSS/Dhhx9G7TxEREQ0YWP+IKGZzFMQERERERFRkCAISEtLQ1paGpYuXapcLssy+vv7lYnmzz77DM8//zwaGxuh0WiQn5+vTDO73W688sorSE1NxeOPP44ZM2ZMicWAu3fvRlFREdRqNdRqNbRaLf7+979j0aJF0T4aERERfUMMlImIiIiIiKYQQRAQFxeHhQsXYuHChcrlsizD4/GgqqoK5eXlKC8vxzvvvIMXX3wRM2fOnBJBcsiBAweQmpqqvAPpVRkAAARWSURBVJ6eno7KykoGykRERKcBBspERERERBQ1DzzwAJ599lnExsZi165dyMvLC7uePbxfEwQBRqMRZWVlKCsrAwD89re/jfKpRtfX14ecnBzlda1Wi/b29iieiIiIiE6UiW96ICIiIiIiOgEqKiqwYsUKVFVVwWazYfPmzWHXO51O3HXXXbj//vuxYcMGrF69OkonpYlKTEyEx+NRXne5XIiLi4viiYiIiOhEYaBMRERERERRMX36dMyePRuCIGDBggUoKCgIu35oD69Op1N6eGnqmz17NlpaWpTXm5qaMHfu3CieiIiIiE4UBspERERERBRVXq8X1dXVuPXWW8MuH6uHl6a+yy+/HAcPHoQkSfB6vQgEAliwYEG0j0VEREQnADuUiYiIiIgoalwuF+69915s27YNqampWLdunXIde3hPXWazGb/5zW+wZs0aaDQaPPPMM1CpOM9ERER0OmCgTEREREREUWMymbB582asXLkS3/3ud8MCZfbwntpWrFiBFStWRPsYREREdILxIWIiIiIiIoq6iy++GMnJyWGXsYeXiIiIaOphoExERERERFHh8XjgdrsBBMPilStXAgD27NkDWZbZw0tEREQ0BQmyLB/r+mNeSUREREREdLxeffVVrFmzBtdeey2SkpLw85//HJIkwWaz4YsvvkBiYiL27NmDffv2QaPR4LrrrsOMGTOifWwiIiKiM4Ew5hUMlImIiIiIiIiIiIhoiDEDZVZeEBEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQYKBMRERERERERERFRRBgoExEREREREREREVFEGCgTERERERERERERUUQ041wvTMopiIiIiIiIiIiIiGjK44QyEREREREREREREUWEgTIRERERERERERERRYSBMhERERERERERERFFhIEyEREREREREREREUWEgTIRERERERERERERRYSBMhERERERERERERFF5P8Dup7PQi6zVk0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "fig = plt.figure()\n",
    "#ax = fig.add_subplot(111, projection='3d')\n",
    "xx1, yy1 = np.meshgrid(xnew, ynew)#执行之后，xx1.shape=(31,31),yy1.shape=(31,31)\n",
    "newshape = (xx1.shape[0])*(xx1.shape[0])\n",
    "y_input = xx1.reshape(newshape)\n",
    "x_input = yy1.reshape(newshape)\n",
    "z_input = znew.reshape(newshape)\n",
    "#画图\n",
    "#sns.set(style='ticks')\n",
    "fig = plt.figure(figsize=(20,10))\n",
    "\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ax.plot_trisurf(x_input,y_input,z_input,cmap=cm.coolwarm)\n",
    " \n",
    "# plt.xlim((0.1,0.9))\n",
    "# plt.xticks([0.1,0.3,0.5,0.7,0.9])\n",
    "# plt.yticks([0.1,0.3,0.5,0.7,0.9])\n",
    "#s 0-80, -4,4\n",
    "ax.set_xlabel(r'$Speed$',fontdict={'color': 'black',\n",
    "                             'family': 'Times New Roman',\n",
    "                             'weight': 'normal',\n",
    "                             'size': 18})\n",
    "ax.set_ylabel(r'$A$',fontdict={'color': 'black',\n",
    "                             'family': 'Times New Roman',\n",
    "                             'weight': 'normal',\n",
    "                             'size': 18})\n",
    "ax.set_zlabel('',fontdict={'color': 'black',\n",
    "                             'family': 'Times New Roman',\n",
    "                             'weight': 'normal',\n",
    "                             'size': 18})\n",
    " \n",
    "plt.tight_layout()\n",
    "# plt.savefig('loc_svg/alpha_epsilon2.svg',dpi=600) #指定分辨率保存\n",
    "plt.show()\n",
    "plt.savefig('fig_dog.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Collecting seaborn\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/a8/76/220ba4420459d9c4c9c9587c6ce607bf56c25b3d3d2de62056efe482dadc/seaborn-0.9.0-py3-none-any.whl (208kB)\n",
      "Requirement already satisfied: scipy>=0.14.0 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from seaborn) (1.2.1)\n",
      "Requirement already satisfied: pandas>=0.15.2 in d:\\python36\\lib\\site-packages (from seaborn) (0.24.2)\n",
      "Requirement already satisfied: matplotlib>=1.4.3 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from seaborn) (2.2.2)\n",
      "Requirement already satisfied: numpy>=1.9.3 in d:\\python36\\lib\\site-packages (from seaborn) (1.16.4)\n",
      "Requirement already satisfied: pytz>=2011k in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from pandas>=0.15.2->seaborn) (2018.9)\n",
      "Requirement already satisfied: python-dateutil>=2.5.0 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from pandas>=0.15.2->seaborn) (2.8.0)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from matplotlib>=1.4.3->seaborn) (0.10.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from matplotlib>=1.4.3->seaborn) (2.3.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from matplotlib>=1.4.3->seaborn) (1.0.1)\n",
      "Requirement already satisfied: six>=1.10 in c:\\users\\jarvis\\appdata\\roaming\\python\\python36\\site-packages (from matplotlib>=1.4.3->seaborn) (1.12.0)\n",
      "Requirement already satisfied: setuptools in d:\\python36\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib>=1.4.3->seaborn) (41.0.1)\n",
      "Installing collected packages: seaborn\n",
      "Successfully installed seaborn-0.9.0\n"
     ]
    }
   ],
   "source": [
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
